{
  "nbformat": 4,
  "nbformat_minor": 0,
  "metadata": {
    "colab": {
      "name": "Transformer-explainability.ipynb",
      "provenance": [],
      "authorship_tag": "ABX9TyNv7rr3VLxk/jW42ileCKZ4",
      "include_colab_link": true
    },
    "kernelspec": {
      "name": "python3",
      "display_name": "Python 3"
    },
    "accelerator": "GPU"
  },
  "cells": [
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "view-in-github",
        "colab_type": "text"
      },
      "source": [
        "<a href=\"https://colab.research.google.com/github/hila-chefer/Transformer-Explainability/blob/main/Transformer_explainability.ipynb\" target=\"_parent\"><img src=\"https://colab.research.google.com/assets/colab-badge.svg\" alt=\"Open In Colab\"/></a>"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "Zj6EnzRyAY5q"
      },
      "source": [
        "# **Transformer Interpretability Beyond Attention Visualization**"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "ej3H_oMmAx3C",
        "outputId": "856d3395-d006-4b83-c664-7d11e3586499"
      },
      "source": [
        "!git clone https://github.com/hila-chefer/Transformer-Explainability.git\r\n",
        "\r\n",
        "import os\r\n",
        "os.chdir(f'./Transformer-Explainability')\r\n",
        "\r\n",
        "!pip install -r requirements.txt"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "fatal: destination path 'Transformer-Explainability' already exists and is not an empty directory.\n",
            "Requirement already satisfied: Pillow==8.0.1 in /usr/local/lib/python3.6/dist-packages (from -r requirements.txt (line 1)) (8.0.1)\n",
            "Requirement already satisfied: einops==0.3.0 in /usr/local/lib/python3.6/dist-packages (from -r requirements.txt (line 2)) (0.3.0)\n",
            "Requirement already satisfied: h5py==2.8.0 in /usr/local/lib/python3.6/dist-packages (from -r requirements.txt (line 3)) (2.8.0)\n",
            "Requirement already satisfied: imageio==2.9.0 in /usr/local/lib/python3.6/dist-packages (from -r requirements.txt (line 4)) (2.9.0)\n",
            "Requirement already satisfied: matplotlib==3.3.2 in /usr/local/lib/python3.6/dist-packages (from -r requirements.txt (line 5)) (3.3.2)\n",
            "Requirement already satisfied: numpy==1.19.2 in /usr/local/lib/python3.6/dist-packages (from -r requirements.txt (line 6)) (1.19.2)\n",
            "Requirement already satisfied: opencv_python==3.4.2.17 in /usr/local/lib/python3.6/dist-packages (from -r requirements.txt (line 7)) (3.4.2.17)\n",
            "Requirement already satisfied: scikit_image==0.17.2 in /usr/local/lib/python3.6/dist-packages (from -r requirements.txt (line 8)) (0.17.2)\n",
            "Requirement already satisfied: scipy==1.5.2 in /usr/local/lib/python3.6/dist-packages (from -r requirements.txt (line 9)) (1.5.2)\n",
            "Requirement already satisfied: sklearn in /usr/local/lib/python3.6/dist-packages (from -r requirements.txt (line 10)) (0.0)\n",
            "Requirement already satisfied: torch==1.7.0 in /usr/local/lib/python3.6/dist-packages (from -r requirements.txt (line 11)) (1.7.0+cu101)\n",
            "Requirement already satisfied: torchvision==0.8.1 in /usr/local/lib/python3.6/dist-packages (from -r requirements.txt (line 12)) (0.8.1+cu101)\n",
            "Requirement already satisfied: tqdm==4.51.0 in /usr/local/lib/python3.6/dist-packages (from -r requirements.txt (line 13)) (4.51.0)\n",
            "Requirement already satisfied: transformers==3.5.1 in /usr/local/lib/python3.6/dist-packages (from -r requirements.txt (line 14)) (3.5.1)\n",
            "Requirement already satisfied: utils==1.0.1 in /usr/local/lib/python3.6/dist-packages (from -r requirements.txt (line 15)) (1.0.1)\n",
            "Requirement already satisfied: pygments==2.7.2 in /usr/local/lib/python3.6/dist-packages (from -r requirements.txt (line 16)) (2.7.2)\n",
            "Requirement already satisfied: six in /usr/local/lib/python3.6/dist-packages (from h5py==2.8.0->-r requirements.txt (line 3)) (1.15.0)\n",
            "Requirement already satisfied: cycler>=0.10 in /usr/local/lib/python3.6/dist-packages (from matplotlib==3.3.2->-r requirements.txt (line 5)) (0.10.0)\n",
            "Requirement already satisfied: kiwisolver>=1.0.1 in /usr/local/lib/python3.6/dist-packages (from matplotlib==3.3.2->-r requirements.txt (line 5)) (1.3.1)\n",
            "Requirement already satisfied: python-dateutil>=2.1 in /usr/local/lib/python3.6/dist-packages (from matplotlib==3.3.2->-r requirements.txt (line 5)) (2.8.1)\n",
            "Requirement already satisfied: pyparsing!=2.0.4,!=2.1.2,!=2.1.6,>=2.0.3 in /usr/local/lib/python3.6/dist-packages (from matplotlib==3.3.2->-r requirements.txt (line 5)) (2.4.7)\n",
            "Requirement already satisfied: certifi>=2020.06.20 in /usr/local/lib/python3.6/dist-packages (from matplotlib==3.3.2->-r requirements.txt (line 5)) (2020.12.5)\n",
            "Requirement already satisfied: PyWavelets>=1.1.1 in /usr/local/lib/python3.6/dist-packages (from scikit_image==0.17.2->-r requirements.txt (line 8)) (1.1.1)\n",
            "Requirement already satisfied: networkx>=2.0 in /usr/local/lib/python3.6/dist-packages (from scikit_image==0.17.2->-r requirements.txt (line 8)) (2.5)\n",
            "Requirement already satisfied: tifffile>=2019.7.26 in /usr/local/lib/python3.6/dist-packages (from scikit_image==0.17.2->-r requirements.txt (line 8)) (2020.9.3)\n",
            "Requirement already satisfied: scikit-learn in /usr/local/lib/python3.6/dist-packages (from sklearn->-r requirements.txt (line 10)) (0.22.2.post1)\n",
            "Requirement already satisfied: typing-extensions in /usr/local/lib/python3.6/dist-packages (from torch==1.7.0->-r requirements.txt (line 11)) (3.7.4.3)\n",
            "Requirement already satisfied: dataclasses in /usr/local/lib/python3.6/dist-packages (from torch==1.7.0->-r requirements.txt (line 11)) (0.8)\n",
            "Requirement already satisfied: future in /usr/local/lib/python3.6/dist-packages (from torch==1.7.0->-r requirements.txt (line 11)) (0.16.0)\n",
            "Requirement already satisfied: protobuf in /usr/local/lib/python3.6/dist-packages (from transformers==3.5.1->-r requirements.txt (line 14)) (3.12.4)\n",
            "Requirement already satisfied: regex!=2019.12.17 in /usr/local/lib/python3.6/dist-packages (from transformers==3.5.1->-r requirements.txt (line 14)) (2019.12.20)\n",
            "Requirement already satisfied: tokenizers==0.9.3 in /usr/local/lib/python3.6/dist-packages (from transformers==3.5.1->-r requirements.txt (line 14)) (0.9.3)\n",
            "Requirement already satisfied: packaging in /usr/local/lib/python3.6/dist-packages (from transformers==3.5.1->-r requirements.txt (line 14)) (20.9)\n",
            "Requirement already satisfied: sentencepiece==0.1.91 in /usr/local/lib/python3.6/dist-packages (from transformers==3.5.1->-r requirements.txt (line 14)) (0.1.91)\n",
            "Requirement already satisfied: sacremoses in /usr/local/lib/python3.6/dist-packages (from transformers==3.5.1->-r requirements.txt (line 14)) (0.0.43)\n",
            "Requirement already satisfied: requests in /usr/local/lib/python3.6/dist-packages (from transformers==3.5.1->-r requirements.txt (line 14)) (2.23.0)\n",
            "Requirement already satisfied: filelock in /usr/local/lib/python3.6/dist-packages (from transformers==3.5.1->-r requirements.txt (line 14)) (3.0.12)\n",
            "Requirement already satisfied: decorator>=4.3.0 in /usr/local/lib/python3.6/dist-packages (from networkx>=2.0->scikit_image==0.17.2->-r requirements.txt (line 8)) (4.4.2)\n",
            "Requirement already satisfied: joblib>=0.11 in /usr/local/lib/python3.6/dist-packages (from scikit-learn->sklearn->-r requirements.txt (line 10)) (1.0.0)\n",
            "Requirement already satisfied: setuptools in /usr/local/lib/python3.6/dist-packages (from protobuf->transformers==3.5.1->-r requirements.txt (line 14)) (53.0.0)\n",
            "Requirement already satisfied: click in /usr/local/lib/python3.6/dist-packages (from sacremoses->transformers==3.5.1->-r requirements.txt (line 14)) (7.1.2)\n",
            "Requirement already satisfied: chardet<4,>=3.0.2 in /usr/local/lib/python3.6/dist-packages (from requests->transformers==3.5.1->-r requirements.txt (line 14)) (3.0.4)\n",
            "Requirement already satisfied: urllib3!=1.25.0,!=1.25.1,<1.26,>=1.21.1 in /usr/local/lib/python3.6/dist-packages (from requests->transformers==3.5.1->-r requirements.txt (line 14)) (1.24.3)\n",
            "Requirement already satisfied: idna<3,>=2.5 in /usr/local/lib/python3.6/dist-packages (from requests->transformers==3.5.1->-r requirements.txt (line 14)) (2.10)\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "IdJ4YOiTBtAz"
      },
      "source": [
        "from PIL import Image\r\n",
        "import torchvision.transforms as transforms\r\n",
        "import matplotlib.pyplot as plt\r\n",
        "import torch\r\n",
        "import numpy as np\r\n",
        "import cv2"
      ],
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "cellView": "form",
        "id": "TtqMdXdTEKAP"
      },
      "source": [
        "#@title Imagenet class indices to names\r\n",
        "%%capture\r\n",
        "CLS2IDX = {0: 'tench, Tinca tinca',\r\n",
        " 1: 'goldfish, Carassius auratus',\r\n",
        " 2: 'great white shark, white shark, man-eater, man-eating shark, Carcharodon carcharias',\r\n",
        " 3: 'tiger shark, Galeocerdo cuvieri',\r\n",
        " 4: 'hammerhead, hammerhead shark',\r\n",
        " 5: 'electric ray, crampfish, numbfish, torpedo',\r\n",
        " 6: 'stingray',\r\n",
        " 7: 'cock',\r\n",
        " 8: 'hen',\r\n",
        " 9: 'ostrich, Struthio camelus',\r\n",
        " 10: 'brambling, Fringilla montifringilla',\r\n",
        " 11: 'goldfinch, Carduelis carduelis',\r\n",
        " 12: 'house finch, linnet, Carpodacus mexicanus',\r\n",
        " 13: 'junco, snowbird',\r\n",
        " 14: 'indigo bunting, indigo finch, indigo bird, Passerina cyanea',\r\n",
        " 15: 'robin, American robin, Turdus migratorius',\r\n",
        " 16: 'bulbul',\r\n",
        " 17: 'jay',\r\n",
        " 18: 'magpie',\r\n",
        " 19: 'chickadee',\r\n",
        " 20: 'water ouzel, dipper',\r\n",
        " 21: 'kite',\r\n",
        " 22: 'bald eagle, American eagle, Haliaeetus leucocephalus',\r\n",
        " 23: 'vulture',\r\n",
        " 24: 'great grey owl, great gray owl, Strix nebulosa',\r\n",
        " 25: 'European fire salamander, Salamandra salamandra',\r\n",
        " 26: 'common newt, Triturus vulgaris',\r\n",
        " 27: 'eft',\r\n",
        " 28: 'spotted salamander, Ambystoma maculatum',\r\n",
        " 29: 'axolotl, mud puppy, Ambystoma mexicanum',\r\n",
        " 30: 'bullfrog, Rana catesbeiana',\r\n",
        " 31: 'tree frog, tree-frog',\r\n",
        " 32: 'tailed frog, bell toad, ribbed toad, tailed toad, Ascaphus trui',\r\n",
        " 33: 'loggerhead, loggerhead turtle, Caretta caretta',\r\n",
        " 34: 'leatherback turtle, leatherback, leathery turtle, Dermochelys coriacea',\r\n",
        " 35: 'mud turtle',\r\n",
        " 36: 'terrapin',\r\n",
        " 37: 'box turtle, box tortoise',\r\n",
        " 38: 'banded gecko',\r\n",
        " 39: 'common iguana, iguana, Iguana iguana',\r\n",
        " 40: 'American chameleon, anole, Anolis carolinensis',\r\n",
        " 41: 'whiptail, whiptail lizard',\r\n",
        " 42: 'agama',\r\n",
        " 43: 'frilled lizard, Chlamydosaurus kingi',\r\n",
        " 44: 'alligator lizard',\r\n",
        " 45: 'Gila monster, Heloderma suspectum',\r\n",
        " 46: 'green lizard, Lacerta viridis',\r\n",
        " 47: 'African chameleon, Chamaeleo chamaeleon',\r\n",
        " 48: 'Komodo dragon, Komodo lizard, dragon lizard, giant lizard, Varanus komodoensis',\r\n",
        " 49: 'African crocodile, Nile crocodile, Crocodylus niloticus',\r\n",
        " 50: 'American alligator, Alligator mississipiensis',\r\n",
        " 51: 'triceratops',\r\n",
        " 52: 'thunder snake, worm snake, Carphophis amoenus',\r\n",
        " 53: 'ringneck snake, ring-necked snake, ring snake',\r\n",
        " 54: 'hognose snake, puff adder, sand viper',\r\n",
        " 55: 'green snake, grass snake',\r\n",
        " 56: 'king snake, kingsnake',\r\n",
        " 57: 'garter snake, grass snake',\r\n",
        " 58: 'water snake',\r\n",
        " 59: 'vine snake',\r\n",
        " 60: 'night snake, Hypsiglena torquata',\r\n",
        " 61: 'boa constrictor, Constrictor constrictor',\r\n",
        " 62: 'rock python, rock snake, Python sebae',\r\n",
        " 63: 'Indian cobra, Naja naja',\r\n",
        " 64: 'green mamba',\r\n",
        " 65: 'sea snake',\r\n",
        " 66: 'horned viper, cerastes, sand viper, horned asp, Cerastes cornutus',\r\n",
        " 67: 'diamondback, diamondback rattlesnake, Crotalus adamanteus',\r\n",
        " 68: 'sidewinder, horned rattlesnake, Crotalus cerastes',\r\n",
        " 69: 'trilobite',\r\n",
        " 70: 'harvestman, daddy longlegs, Phalangium opilio',\r\n",
        " 71: 'scorpion',\r\n",
        " 72: 'black and gold garden spider, Argiope aurantia',\r\n",
        " 73: 'barn spider, Araneus cavaticus',\r\n",
        " 74: 'garden spider, Aranea diademata',\r\n",
        " 75: 'black widow, Latrodectus mactans',\r\n",
        " 76: 'tarantula',\r\n",
        " 77: 'wolf spider, hunting spider',\r\n",
        " 78: 'tick',\r\n",
        " 79: 'centipede',\r\n",
        " 80: 'black grouse',\r\n",
        " 81: 'ptarmigan',\r\n",
        " 82: 'ruffed grouse, partridge, Bonasa umbellus',\r\n",
        " 83: 'prairie chicken, prairie grouse, prairie fowl',\r\n",
        " 84: 'peacock',\r\n",
        " 85: 'quail',\r\n",
        " 86: 'partridge',\r\n",
        " 87: 'African grey, African gray, Psittacus erithacus',\r\n",
        " 88: 'macaw',\r\n",
        " 89: 'sulphur-crested cockatoo, Kakatoe galerita, Cacatua galerita',\r\n",
        " 90: 'lorikeet',\r\n",
        " 91: 'coucal',\r\n",
        " 92: 'bee eater',\r\n",
        " 93: 'hornbill',\r\n",
        " 94: 'hummingbird',\r\n",
        " 95: 'jacamar',\r\n",
        " 96: 'toucan',\r\n",
        " 97: 'drake',\r\n",
        " 98: 'red-breasted merganser, Mergus serrator',\r\n",
        " 99: 'goose',\r\n",
        " 100: 'black swan, Cygnus atratus',\r\n",
        " 101: 'tusker',\r\n",
        " 102: 'echidna, spiny anteater, anteater',\r\n",
        " 103: 'platypus, duckbill, duckbilled platypus, duck-billed platypus, Ornithorhynchus anatinus',\r\n",
        " 104: 'wallaby, brush kangaroo',\r\n",
        " 105: 'koala, koala bear, kangaroo bear, native bear, Phascolarctos cinereus',\r\n",
        " 106: 'wombat',\r\n",
        " 107: 'jellyfish',\r\n",
        " 108: 'sea anemone, anemone',\r\n",
        " 109: 'brain coral',\r\n",
        " 110: 'flatworm, platyhelminth',\r\n",
        " 111: 'nematode, nematode worm, roundworm',\r\n",
        " 112: 'conch',\r\n",
        " 113: 'snail',\r\n",
        " 114: 'slug',\r\n",
        " 115: 'sea slug, nudibranch',\r\n",
        " 116: 'chiton, coat-of-mail shell, sea cradle, polyplacophore',\r\n",
        " 117: 'chambered nautilus, pearly nautilus, nautilus',\r\n",
        " 118: 'Dungeness crab, Cancer magister',\r\n",
        " 119: 'rock crab, Cancer irroratus',\r\n",
        " 120: 'fiddler crab',\r\n",
        " 121: 'king crab, Alaska crab, Alaskan king crab, Alaska king crab, Paralithodes camtschatica',\r\n",
        " 122: 'American lobster, Northern lobster, Maine lobster, Homarus americanus',\r\n",
        " 123: 'spiny lobster, langouste, rock lobster, crawfish, crayfish, sea crawfish',\r\n",
        " 124: 'crayfish, crawfish, crawdad, crawdaddy',\r\n",
        " 125: 'hermit crab',\r\n",
        " 126: 'isopod',\r\n",
        " 127: 'white stork, Ciconia ciconia',\r\n",
        " 128: 'black stork, Ciconia nigra',\r\n",
        " 129: 'spoonbill',\r\n",
        " 130: 'flamingo',\r\n",
        " 131: 'little blue heron, Egretta caerulea',\r\n",
        " 132: 'American egret, great white heron, Egretta albus',\r\n",
        " 133: 'bittern',\r\n",
        " 134: 'crane',\r\n",
        " 135: 'limpkin, Aramus pictus',\r\n",
        " 136: 'European gallinule, Porphyrio porphyrio',\r\n",
        " 137: 'American coot, marsh hen, mud hen, water hen, Fulica americana',\r\n",
        " 138: 'bustard',\r\n",
        " 139: 'ruddy turnstone, Arenaria interpres',\r\n",
        " 140: 'red-backed sandpiper, dunlin, Erolia alpina',\r\n",
        " 141: 'redshank, Tringa totanus',\r\n",
        " 142: 'dowitcher',\r\n",
        " 143: 'oystercatcher, oyster catcher',\r\n",
        " 144: 'pelican',\r\n",
        " 145: 'king penguin, Aptenodytes patagonica',\r\n",
        " 146: 'albatross, mollymawk',\r\n",
        " 147: 'grey whale, gray whale, devilfish, Eschrichtius gibbosus, Eschrichtius robustus',\r\n",
        " 148: 'killer whale, killer, orca, grampus, sea wolf, Orcinus orca',\r\n",
        " 149: 'dugong, Dugong dugon',\r\n",
        " 150: 'sea lion',\r\n",
        " 151: 'Chihuahua',\r\n",
        " 152: 'Japanese spaniel',\r\n",
        " 153: 'Maltese dog, Maltese terrier, Maltese',\r\n",
        " 154: 'Pekinese, Pekingese, Peke',\r\n",
        " 155: 'Shih-Tzu',\r\n",
        " 156: 'Blenheim spaniel',\r\n",
        " 157: 'papillon',\r\n",
        " 158: 'toy terrier',\r\n",
        " 159: 'Rhodesian ridgeback',\r\n",
        " 160: 'Afghan hound, Afghan',\r\n",
        " 161: 'basset, basset hound',\r\n",
        " 162: 'beagle',\r\n",
        " 163: 'bloodhound, sleuthhound',\r\n",
        " 164: 'bluetick',\r\n",
        " 165: 'black-and-tan coonhound',\r\n",
        " 166: 'Walker hound, Walker foxhound',\r\n",
        " 167: 'English foxhound',\r\n",
        " 168: 'redbone',\r\n",
        " 169: 'borzoi, Russian wolfhound',\r\n",
        " 170: 'Irish wolfhound',\r\n",
        " 171: 'Italian greyhound',\r\n",
        " 172: 'whippet',\r\n",
        " 173: 'Ibizan hound, Ibizan Podenco',\r\n",
        " 174: 'Norwegian elkhound, elkhound',\r\n",
        " 175: 'otterhound, otter hound',\r\n",
        " 176: 'Saluki, gazelle hound',\r\n",
        " 177: 'Scottish deerhound, deerhound',\r\n",
        " 178: 'Weimaraner',\r\n",
        " 179: 'Staffordshire bullterrier, Staffordshire bull terrier',\r\n",
        " 180: 'American Staffordshire terrier, Staffordshire terrier, American pit bull terrier, pit bull terrier',\r\n",
        " 181: 'Bedlington terrier',\r\n",
        " 182: 'Border terrier',\r\n",
        " 183: 'Kerry blue terrier',\r\n",
        " 184: 'Irish terrier',\r\n",
        " 185: 'Norfolk terrier',\r\n",
        " 186: 'Norwich terrier',\r\n",
        " 187: 'Yorkshire terrier',\r\n",
        " 188: 'wire-haired fox terrier',\r\n",
        " 189: 'Lakeland terrier',\r\n",
        " 190: 'Sealyham terrier, Sealyham',\r\n",
        " 191: 'Airedale, Airedale terrier',\r\n",
        " 192: 'cairn, cairn terrier',\r\n",
        " 193: 'Australian terrier',\r\n",
        " 194: 'Dandie Dinmont, Dandie Dinmont terrier',\r\n",
        " 195: 'Boston bull, Boston terrier',\r\n",
        " 196: 'miniature schnauzer',\r\n",
        " 197: 'giant schnauzer',\r\n",
        " 198: 'standard schnauzer',\r\n",
        " 199: 'Scotch terrier, Scottish terrier, Scottie',\r\n",
        " 200: 'Tibetan terrier, chrysanthemum dog',\r\n",
        " 201: 'silky terrier, Sydney silky',\r\n",
        " 202: 'soft-coated wheaten terrier',\r\n",
        " 203: 'West Highland white terrier',\r\n",
        " 204: 'Lhasa, Lhasa apso',\r\n",
        " 205: 'flat-coated retriever',\r\n",
        " 206: 'curly-coated retriever',\r\n",
        " 207: 'golden retriever',\r\n",
        " 208: 'Labrador retriever',\r\n",
        " 209: 'Chesapeake Bay retriever',\r\n",
        " 210: 'German short-haired pointer',\r\n",
        " 211: 'vizsla, Hungarian pointer',\r\n",
        " 212: 'English setter',\r\n",
        " 213: 'Irish setter, red setter',\r\n",
        " 214: 'Gordon setter',\r\n",
        " 215: 'Brittany spaniel',\r\n",
        " 216: 'clumber, clumber spaniel',\r\n",
        " 217: 'English springer, English springer spaniel',\r\n",
        " 218: 'Welsh springer spaniel',\r\n",
        " 219: 'cocker spaniel, English cocker spaniel, cocker',\r\n",
        " 220: 'Sussex spaniel',\r\n",
        " 221: 'Irish water spaniel',\r\n",
        " 222: 'kuvasz',\r\n",
        " 223: 'schipperke',\r\n",
        " 224: 'groenendael',\r\n",
        " 225: 'malinois',\r\n",
        " 226: 'briard',\r\n",
        " 227: 'kelpie',\r\n",
        " 228: 'komondor',\r\n",
        " 229: 'Old English sheepdog, bobtail',\r\n",
        " 230: 'Shetland sheepdog, Shetland sheep dog, Shetland',\r\n",
        " 231: 'collie',\r\n",
        " 232: 'Border collie',\r\n",
        " 233: 'Bouvier des Flandres, Bouviers des Flandres',\r\n",
        " 234: 'Rottweiler',\r\n",
        " 235: 'German shepherd, German shepherd dog, German police dog, alsatian',\r\n",
        " 236: 'Doberman, Doberman pinscher',\r\n",
        " 237: 'miniature pinscher',\r\n",
        " 238: 'Greater Swiss Mountain dog',\r\n",
        " 239: 'Bernese mountain dog',\r\n",
        " 240: 'Appenzeller',\r\n",
        " 241: 'EntleBucher',\r\n",
        " 242: 'boxer',\r\n",
        " 243: 'bull mastiff',\r\n",
        " 244: 'Tibetan mastiff',\r\n",
        " 245: 'French bulldog',\r\n",
        " 246: 'Great Dane',\r\n",
        " 247: 'Saint Bernard, St Bernard',\r\n",
        " 248: 'Eskimo dog, husky',\r\n",
        " 249: 'malamute, malemute, Alaskan malamute',\r\n",
        " 250: 'Siberian husky',\r\n",
        " 251: 'dalmatian, coach dog, carriage dog',\r\n",
        " 252: 'affenpinscher, monkey pinscher, monkey dog',\r\n",
        " 253: 'basenji',\r\n",
        " 254: 'pug, pug-dog',\r\n",
        " 255: 'Leonberg',\r\n",
        " 256: 'Newfoundland, Newfoundland dog',\r\n",
        " 257: 'Great Pyrenees',\r\n",
        " 258: 'Samoyed, Samoyede',\r\n",
        " 259: 'Pomeranian',\r\n",
        " 260: 'chow, chow chow',\r\n",
        " 261: 'keeshond',\r\n",
        " 262: 'Brabancon griffon',\r\n",
        " 263: 'Pembroke, Pembroke Welsh corgi',\r\n",
        " 264: 'Cardigan, Cardigan Welsh corgi',\r\n",
        " 265: 'toy poodle',\r\n",
        " 266: 'miniature poodle',\r\n",
        " 267: 'standard poodle',\r\n",
        " 268: 'Mexican hairless',\r\n",
        " 269: 'timber wolf, grey wolf, gray wolf, Canis lupus',\r\n",
        " 270: 'white wolf, Arctic wolf, Canis lupus tundrarum',\r\n",
        " 271: 'red wolf, maned wolf, Canis rufus, Canis niger',\r\n",
        " 272: 'coyote, prairie wolf, brush wolf, Canis latrans',\r\n",
        " 273: 'dingo, warrigal, warragal, Canis dingo',\r\n",
        " 274: 'dhole, Cuon alpinus',\r\n",
        " 275: 'African hunting dog, hyena dog, Cape hunting dog, Lycaon pictus',\r\n",
        " 276: 'hyena, hyaena',\r\n",
        " 277: 'red fox, Vulpes vulpes',\r\n",
        " 278: 'kit fox, Vulpes macrotis',\r\n",
        " 279: 'Arctic fox, white fox, Alopex lagopus',\r\n",
        " 280: 'grey fox, gray fox, Urocyon cinereoargenteus',\r\n",
        " 281: 'tabby, tabby cat',\r\n",
        " 282: 'tiger cat',\r\n",
        " 283: 'Persian cat',\r\n",
        " 284: 'Siamese cat, Siamese',\r\n",
        " 285: 'Egyptian cat',\r\n",
        " 286: 'cougar, puma, catamount, mountain lion, painter, panther, Felis concolor',\r\n",
        " 287: 'lynx, catamount',\r\n",
        " 288: 'leopard, Panthera pardus',\r\n",
        " 289: 'snow leopard, ounce, Panthera uncia',\r\n",
        " 290: 'jaguar, panther, Panthera onca, Felis onca',\r\n",
        " 291: 'lion, king of beasts, Panthera leo',\r\n",
        " 292: 'tiger, Panthera tigris',\r\n",
        " 293: 'cheetah, chetah, Acinonyx jubatus',\r\n",
        " 294: 'brown bear, bruin, Ursus arctos',\r\n",
        " 295: 'American black bear, black bear, Ursus americanus, Euarctos americanus',\r\n",
        " 296: 'ice bear, polar bear, Ursus Maritimus, Thalarctos maritimus',\r\n",
        " 297: 'sloth bear, Melursus ursinus, Ursus ursinus',\r\n",
        " 298: 'mongoose',\r\n",
        " 299: 'meerkat, mierkat',\r\n",
        " 300: 'tiger beetle',\r\n",
        " 301: 'ladybug, ladybeetle, lady beetle, ladybird, ladybird beetle',\r\n",
        " 302: 'ground beetle, carabid beetle',\r\n",
        " 303: 'long-horned beetle, longicorn, longicorn beetle',\r\n",
        " 304: 'leaf beetle, chrysomelid',\r\n",
        " 305: 'dung beetle',\r\n",
        " 306: 'rhinoceros beetle',\r\n",
        " 307: 'weevil',\r\n",
        " 308: 'fly',\r\n",
        " 309: 'bee',\r\n",
        " 310: 'ant, emmet, pismire',\r\n",
        " 311: 'grasshopper, hopper',\r\n",
        " 312: 'cricket',\r\n",
        " 313: 'walking stick, walkingstick, stick insect',\r\n",
        " 314: 'cockroach, roach',\r\n",
        " 315: 'mantis, mantid',\r\n",
        " 316: 'cicada, cicala',\r\n",
        " 317: 'leafhopper',\r\n",
        " 318: 'lacewing, lacewing fly',\r\n",
        " 319: \"dragonfly, darning needle, devil's darning needle, sewing needle, snake feeder, snake doctor, mosquito hawk, skeeter hawk\",\r\n",
        " 320: 'damselfly',\r\n",
        " 321: 'admiral',\r\n",
        " 322: 'ringlet, ringlet butterfly',\r\n",
        " 323: 'monarch, monarch butterfly, milkweed butterfly, Danaus plexippus',\r\n",
        " 324: 'cabbage butterfly',\r\n",
        " 325: 'sulphur butterfly, sulfur butterfly',\r\n",
        " 326: 'lycaenid, lycaenid butterfly',\r\n",
        " 327: 'starfish, sea star',\r\n",
        " 328: 'sea urchin',\r\n",
        " 329: 'sea cucumber, holothurian',\r\n",
        " 330: 'wood rabbit, cottontail, cottontail rabbit',\r\n",
        " 331: 'hare',\r\n",
        " 332: 'Angora, Angora rabbit',\r\n",
        " 333: 'hamster',\r\n",
        " 334: 'porcupine, hedgehog',\r\n",
        " 335: 'fox squirrel, eastern fox squirrel, Sciurus niger',\r\n",
        " 336: 'marmot',\r\n",
        " 337: 'beaver',\r\n",
        " 338: 'guinea pig, Cavia cobaya',\r\n",
        " 339: 'sorrel',\r\n",
        " 340: 'zebra',\r\n",
        " 341: 'hog, pig, grunter, squealer, Sus scrofa',\r\n",
        " 342: 'wild boar, boar, Sus scrofa',\r\n",
        " 343: 'warthog',\r\n",
        " 344: 'hippopotamus, hippo, river horse, Hippopotamus amphibius',\r\n",
        " 345: 'ox',\r\n",
        " 346: 'water buffalo, water ox, Asiatic buffalo, Bubalus bubalis',\r\n",
        " 347: 'bison',\r\n",
        " 348: 'ram, tup',\r\n",
        " 349: 'bighorn, bighorn sheep, cimarron, Rocky Mountain bighorn, Rocky Mountain sheep, Ovis canadensis',\r\n",
        " 350: 'ibex, Capra ibex',\r\n",
        " 351: 'hartebeest',\r\n",
        " 352: 'impala, Aepyceros melampus',\r\n",
        " 353: 'gazelle',\r\n",
        " 354: 'Arabian camel, dromedary, Camelus dromedarius',\r\n",
        " 355: 'llama',\r\n",
        " 356: 'weasel',\r\n",
        " 357: 'mink',\r\n",
        " 358: 'polecat, fitch, foulmart, foumart, Mustela putorius',\r\n",
        " 359: 'black-footed ferret, ferret, Mustela nigripes',\r\n",
        " 360: 'otter',\r\n",
        " 361: 'skunk, polecat, wood pussy',\r\n",
        " 362: 'badger',\r\n",
        " 363: 'armadillo',\r\n",
        " 364: 'three-toed sloth, ai, Bradypus tridactylus',\r\n",
        " 365: 'orangutan, orang, orangutang, Pongo pygmaeus',\r\n",
        " 366: 'gorilla, Gorilla gorilla',\r\n",
        " 367: 'chimpanzee, chimp, Pan troglodytes',\r\n",
        " 368: 'gibbon, Hylobates lar',\r\n",
        " 369: 'siamang, Hylobates syndactylus, Symphalangus syndactylus',\r\n",
        " 370: 'guenon, guenon monkey',\r\n",
        " 371: 'patas, hussar monkey, Erythrocebus patas',\r\n",
        " 372: 'baboon',\r\n",
        " 373: 'macaque',\r\n",
        " 374: 'langur',\r\n",
        " 375: 'colobus, colobus monkey',\r\n",
        " 376: 'proboscis monkey, Nasalis larvatus',\r\n",
        " 377: 'marmoset',\r\n",
        " 378: 'capuchin, ringtail, Cebus capucinus',\r\n",
        " 379: 'howler monkey, howler',\r\n",
        " 380: 'titi, titi monkey',\r\n",
        " 381: 'spider monkey, Ateles geoffroyi',\r\n",
        " 382: 'squirrel monkey, Saimiri sciureus',\r\n",
        " 383: 'Madagascar cat, ring-tailed lemur, Lemur catta',\r\n",
        " 384: 'indri, indris, Indri indri, Indri brevicaudatus',\r\n",
        " 385: 'Indian elephant, Elephas maximus',\r\n",
        " 386: 'African elephant, Loxodonta africana',\r\n",
        " 387: 'lesser panda, red panda, panda, bear cat, cat bear, Ailurus fulgens',\r\n",
        " 388: 'giant panda, panda, panda bear, coon bear, Ailuropoda melanoleuca',\r\n",
        " 389: 'barracouta, snoek',\r\n",
        " 390: 'eel',\r\n",
        " 391: 'coho, cohoe, coho salmon, blue jack, silver salmon, Oncorhynchus kisutch',\r\n",
        " 392: 'rock beauty, Holocanthus tricolor',\r\n",
        " 393: 'anemone fish',\r\n",
        " 394: 'sturgeon',\r\n",
        " 395: 'gar, garfish, garpike, billfish, Lepisosteus osseus',\r\n",
        " 396: 'lionfish',\r\n",
        " 397: 'puffer, pufferfish, blowfish, globefish',\r\n",
        " 398: 'abacus',\r\n",
        " 399: 'abaya',\r\n",
        " 400: \"academic gown, academic robe, judge's robe\",\r\n",
        " 401: 'accordion, piano accordion, squeeze box',\r\n",
        " 402: 'acoustic guitar',\r\n",
        " 403: 'aircraft carrier, carrier, flattop, attack aircraft carrier',\r\n",
        " 404: 'airliner',\r\n",
        " 405: 'airship, dirigible',\r\n",
        " 406: 'altar',\r\n",
        " 407: 'ambulance',\r\n",
        " 408: 'amphibian, amphibious vehicle',\r\n",
        " 409: 'analog clock',\r\n",
        " 410: 'apiary, bee house',\r\n",
        " 411: 'apron',\r\n",
        " 412: 'ashcan, trash can, garbage can, wastebin, ash bin, ash-bin, ashbin, dustbin, trash barrel, trash bin',\r\n",
        " 413: 'assault rifle, assault gun',\r\n",
        " 414: 'backpack, back pack, knapsack, packsack, rucksack, haversack',\r\n",
        " 415: 'bakery, bakeshop, bakehouse',\r\n",
        " 416: 'balance beam, beam',\r\n",
        " 417: 'balloon',\r\n",
        " 418: 'ballpoint, ballpoint pen, ballpen, Biro',\r\n",
        " 419: 'Band Aid',\r\n",
        " 420: 'banjo',\r\n",
        " 421: 'bannister, banister, balustrade, balusters, handrail',\r\n",
        " 422: 'barbell',\r\n",
        " 423: 'barber chair',\r\n",
        " 424: 'barbershop',\r\n",
        " 425: 'barn',\r\n",
        " 426: 'barometer',\r\n",
        " 427: 'barrel, cask',\r\n",
        " 428: 'barrow, garden cart, lawn cart, wheelbarrow',\r\n",
        " 429: 'baseball',\r\n",
        " 430: 'basketball',\r\n",
        " 431: 'bassinet',\r\n",
        " 432: 'bassoon',\r\n",
        " 433: 'bathing cap, swimming cap',\r\n",
        " 434: 'bath towel',\r\n",
        " 435: 'bathtub, bathing tub, bath, tub',\r\n",
        " 436: 'beach wagon, station wagon, wagon, estate car, beach waggon, station waggon, waggon',\r\n",
        " 437: 'beacon, lighthouse, beacon light, pharos',\r\n",
        " 438: 'beaker',\r\n",
        " 439: 'bearskin, busby, shako',\r\n",
        " 440: 'beer bottle',\r\n",
        " 441: 'beer glass',\r\n",
        " 442: 'bell cote, bell cot',\r\n",
        " 443: 'bib',\r\n",
        " 444: 'bicycle-built-for-two, tandem bicycle, tandem',\r\n",
        " 445: 'bikini, two-piece',\r\n",
        " 446: 'binder, ring-binder',\r\n",
        " 447: 'binoculars, field glasses, opera glasses',\r\n",
        " 448: 'birdhouse',\r\n",
        " 449: 'boathouse',\r\n",
        " 450: 'bobsled, bobsleigh, bob',\r\n",
        " 451: 'bolo tie, bolo, bola tie, bola',\r\n",
        " 452: 'bonnet, poke bonnet',\r\n",
        " 453: 'bookcase',\r\n",
        " 454: 'bookshop, bookstore, bookstall',\r\n",
        " 455: 'bottlecap',\r\n",
        " 456: 'bow',\r\n",
        " 457: 'bow tie, bow-tie, bowtie',\r\n",
        " 458: 'brass, memorial tablet, plaque',\r\n",
        " 459: 'brassiere, bra, bandeau',\r\n",
        " 460: 'breakwater, groin, groyne, mole, bulwark, seawall, jetty',\r\n",
        " 461: 'breastplate, aegis, egis',\r\n",
        " 462: 'broom',\r\n",
        " 463: 'bucket, pail',\r\n",
        " 464: 'buckle',\r\n",
        " 465: 'bulletproof vest',\r\n",
        " 466: 'bullet train, bullet',\r\n",
        " 467: 'butcher shop, meat market',\r\n",
        " 468: 'cab, hack, taxi, taxicab',\r\n",
        " 469: 'caldron, cauldron',\r\n",
        " 470: 'candle, taper, wax light',\r\n",
        " 471: 'cannon',\r\n",
        " 472: 'canoe',\r\n",
        " 473: 'can opener, tin opener',\r\n",
        " 474: 'cardigan',\r\n",
        " 475: 'car mirror',\r\n",
        " 476: 'carousel, carrousel, merry-go-round, roundabout, whirligig',\r\n",
        " 477: \"carpenter's kit, tool kit\",\r\n",
        " 478: 'carton',\r\n",
        " 479: 'car wheel',\r\n",
        " 480: 'cash machine, cash dispenser, automated teller machine, automatic teller machine, automated teller, automatic teller, ATM',\r\n",
        " 481: 'cassette',\r\n",
        " 482: 'cassette player',\r\n",
        " 483: 'castle',\r\n",
        " 484: 'catamaran',\r\n",
        " 485: 'CD player',\r\n",
        " 486: 'cello, violoncello',\r\n",
        " 487: 'cellular telephone, cellular phone, cellphone, cell, mobile phone',\r\n",
        " 488: 'chain',\r\n",
        " 489: 'chainlink fence',\r\n",
        " 490: 'chain mail, ring mail, mail, chain armor, chain armour, ring armor, ring armour',\r\n",
        " 491: 'chain saw, chainsaw',\r\n",
        " 492: 'chest',\r\n",
        " 493: 'chiffonier, commode',\r\n",
        " 494: 'chime, bell, gong',\r\n",
        " 495: 'china cabinet, china closet',\r\n",
        " 496: 'Christmas stocking',\r\n",
        " 497: 'church, church building',\r\n",
        " 498: 'cinema, movie theater, movie theatre, movie house, picture palace',\r\n",
        " 499: 'cleaver, meat cleaver, chopper',\r\n",
        " 500: 'cliff dwelling',\r\n",
        " 501: 'cloak',\r\n",
        " 502: 'clog, geta, patten, sabot',\r\n",
        " 503: 'cocktail shaker',\r\n",
        " 504: 'coffee mug',\r\n",
        " 505: 'coffeepot',\r\n",
        " 506: 'coil, spiral, volute, whorl, helix',\r\n",
        " 507: 'combination lock',\r\n",
        " 508: 'computer keyboard, keypad',\r\n",
        " 509: 'confectionery, confectionary, candy store',\r\n",
        " 510: 'container ship, containership, container vessel',\r\n",
        " 511: 'convertible',\r\n",
        " 512: 'corkscrew, bottle screw',\r\n",
        " 513: 'cornet, horn, trumpet, trump',\r\n",
        " 514: 'cowboy boot',\r\n",
        " 515: 'cowboy hat, ten-gallon hat',\r\n",
        " 516: 'cradle',\r\n",
        " 517: 'crane',\r\n",
        " 518: 'crash helmet',\r\n",
        " 519: 'crate',\r\n",
        " 520: 'crib, cot',\r\n",
        " 521: 'Crock Pot',\r\n",
        " 522: 'croquet ball',\r\n",
        " 523: 'crutch',\r\n",
        " 524: 'cuirass',\r\n",
        " 525: 'dam, dike, dyke',\r\n",
        " 526: 'desk',\r\n",
        " 527: 'desktop computer',\r\n",
        " 528: 'dial telephone, dial phone',\r\n",
        " 529: 'diaper, nappy, napkin',\r\n",
        " 530: 'digital clock',\r\n",
        " 531: 'digital watch',\r\n",
        " 532: 'dining table, board',\r\n",
        " 533: 'dishrag, dishcloth',\r\n",
        " 534: 'dishwasher, dish washer, dishwashing machine',\r\n",
        " 535: 'disk brake, disc brake',\r\n",
        " 536: 'dock, dockage, docking facility',\r\n",
        " 537: 'dogsled, dog sled, dog sleigh',\r\n",
        " 538: 'dome',\r\n",
        " 539: 'doormat, welcome mat',\r\n",
        " 540: 'drilling platform, offshore rig',\r\n",
        " 541: 'drum, membranophone, tympan',\r\n",
        " 542: 'drumstick',\r\n",
        " 543: 'dumbbell',\r\n",
        " 544: 'Dutch oven',\r\n",
        " 545: 'electric fan, blower',\r\n",
        " 546: 'electric guitar',\r\n",
        " 547: 'electric locomotive',\r\n",
        " 548: 'entertainment center',\r\n",
        " 549: 'envelope',\r\n",
        " 550: 'espresso maker',\r\n",
        " 551: 'face powder',\r\n",
        " 552: 'feather boa, boa',\r\n",
        " 553: 'file, file cabinet, filing cabinet',\r\n",
        " 554: 'fireboat',\r\n",
        " 555: 'fire engine, fire truck',\r\n",
        " 556: 'fire screen, fireguard',\r\n",
        " 557: 'flagpole, flagstaff',\r\n",
        " 558: 'flute, transverse flute',\r\n",
        " 559: 'folding chair',\r\n",
        " 560: 'football helmet',\r\n",
        " 561: 'forklift',\r\n",
        " 562: 'fountain',\r\n",
        " 563: 'fountain pen',\r\n",
        " 564: 'four-poster',\r\n",
        " 565: 'freight car',\r\n",
        " 566: 'French horn, horn',\r\n",
        " 567: 'frying pan, frypan, skillet',\r\n",
        " 568: 'fur coat',\r\n",
        " 569: 'garbage truck, dustcart',\r\n",
        " 570: 'gasmask, respirator, gas helmet',\r\n",
        " 571: 'gas pump, gasoline pump, petrol pump, island dispenser',\r\n",
        " 572: 'goblet',\r\n",
        " 573: 'go-kart',\r\n",
        " 574: 'golf ball',\r\n",
        " 575: 'golfcart, golf cart',\r\n",
        " 576: 'gondola',\r\n",
        " 577: 'gong, tam-tam',\r\n",
        " 578: 'gown',\r\n",
        " 579: 'grand piano, grand',\r\n",
        " 580: 'greenhouse, nursery, glasshouse',\r\n",
        " 581: 'grille, radiator grille',\r\n",
        " 582: 'grocery store, grocery, food market, market',\r\n",
        " 583: 'guillotine',\r\n",
        " 584: 'hair slide',\r\n",
        " 585: 'hair spray',\r\n",
        " 586: 'half track',\r\n",
        " 587: 'hammer',\r\n",
        " 588: 'hamper',\r\n",
        " 589: 'hand blower, blow dryer, blow drier, hair dryer, hair drier',\r\n",
        " 590: 'hand-held computer, hand-held microcomputer',\r\n",
        " 591: 'handkerchief, hankie, hanky, hankey',\r\n",
        " 592: 'hard disc, hard disk, fixed disk',\r\n",
        " 593: 'harmonica, mouth organ, harp, mouth harp',\r\n",
        " 594: 'harp',\r\n",
        " 595: 'harvester, reaper',\r\n",
        " 596: 'hatchet',\r\n",
        " 597: 'holster',\r\n",
        " 598: 'home theater, home theatre',\r\n",
        " 599: 'honeycomb',\r\n",
        " 600: 'hook, claw',\r\n",
        " 601: 'hoopskirt, crinoline',\r\n",
        " 602: 'horizontal bar, high bar',\r\n",
        " 603: 'horse cart, horse-cart',\r\n",
        " 604: 'hourglass',\r\n",
        " 605: 'iPod',\r\n",
        " 606: 'iron, smoothing iron',\r\n",
        " 607: \"jack-o'-lantern\",\r\n",
        " 608: 'jean, blue jean, denim',\r\n",
        " 609: 'jeep, landrover',\r\n",
        " 610: 'jersey, T-shirt, tee shirt',\r\n",
        " 611: 'jigsaw puzzle',\r\n",
        " 612: 'jinrikisha, ricksha, rickshaw',\r\n",
        " 613: 'joystick',\r\n",
        " 614: 'kimono',\r\n",
        " 615: 'knee pad',\r\n",
        " 616: 'knot',\r\n",
        " 617: 'lab coat, laboratory coat',\r\n",
        " 618: 'ladle',\r\n",
        " 619: 'lampshade, lamp shade',\r\n",
        " 620: 'laptop, laptop computer',\r\n",
        " 621: 'lawn mower, mower',\r\n",
        " 622: 'lens cap, lens cover',\r\n",
        " 623: 'letter opener, paper knife, paperknife',\r\n",
        " 624: 'library',\r\n",
        " 625: 'lifeboat',\r\n",
        " 626: 'lighter, light, igniter, ignitor',\r\n",
        " 627: 'limousine, limo',\r\n",
        " 628: 'liner, ocean liner',\r\n",
        " 629: 'lipstick, lip rouge',\r\n",
        " 630: 'Loafer',\r\n",
        " 631: 'lotion',\r\n",
        " 632: 'loudspeaker, speaker, speaker unit, loudspeaker system, speaker system',\r\n",
        " 633: \"loupe, jeweler's loupe\",\r\n",
        " 634: 'lumbermill, sawmill',\r\n",
        " 635: 'magnetic compass',\r\n",
        " 636: 'mailbag, postbag',\r\n",
        " 637: 'mailbox, letter box',\r\n",
        " 638: 'maillot',\r\n",
        " 639: 'maillot, tank suit',\r\n",
        " 640: 'manhole cover',\r\n",
        " 641: 'maraca',\r\n",
        " 642: 'marimba, xylophone',\r\n",
        " 643: 'mask',\r\n",
        " 644: 'matchstick',\r\n",
        " 645: 'maypole',\r\n",
        " 646: 'maze, labyrinth',\r\n",
        " 647: 'measuring cup',\r\n",
        " 648: 'medicine chest, medicine cabinet',\r\n",
        " 649: 'megalith, megalithic structure',\r\n",
        " 650: 'microphone, mike',\r\n",
        " 651: 'microwave, microwave oven',\r\n",
        " 652: 'military uniform',\r\n",
        " 653: 'milk can',\r\n",
        " 654: 'minibus',\r\n",
        " 655: 'miniskirt, mini',\r\n",
        " 656: 'minivan',\r\n",
        " 657: 'missile',\r\n",
        " 658: 'mitten',\r\n",
        " 659: 'mixing bowl',\r\n",
        " 660: 'mobile home, manufactured home',\r\n",
        " 661: 'Model T',\r\n",
        " 662: 'modem',\r\n",
        " 663: 'monastery',\r\n",
        " 664: 'monitor',\r\n",
        " 665: 'moped',\r\n",
        " 666: 'mortar',\r\n",
        " 667: 'mortarboard',\r\n",
        " 668: 'mosque',\r\n",
        " 669: 'mosquito net',\r\n",
        " 670: 'motor scooter, scooter',\r\n",
        " 671: 'mountain bike, all-terrain bike, off-roader',\r\n",
        " 672: 'mountain tent',\r\n",
        " 673: 'mouse, computer mouse',\r\n",
        " 674: 'mousetrap',\r\n",
        " 675: 'moving van',\r\n",
        " 676: 'muzzle',\r\n",
        " 677: 'nail',\r\n",
        " 678: 'neck brace',\r\n",
        " 679: 'necklace',\r\n",
        " 680: 'nipple',\r\n",
        " 681: 'notebook, notebook computer',\r\n",
        " 682: 'obelisk',\r\n",
        " 683: 'oboe, hautboy, hautbois',\r\n",
        " 684: 'ocarina, sweet potato',\r\n",
        " 685: 'odometer, hodometer, mileometer, milometer',\r\n",
        " 686: 'oil filter',\r\n",
        " 687: 'organ, pipe organ',\r\n",
        " 688: 'oscilloscope, scope, cathode-ray oscilloscope, CRO',\r\n",
        " 689: 'overskirt',\r\n",
        " 690: 'oxcart',\r\n",
        " 691: 'oxygen mask',\r\n",
        " 692: 'packet',\r\n",
        " 693: 'paddle, boat paddle',\r\n",
        " 694: 'paddlewheel, paddle wheel',\r\n",
        " 695: 'padlock',\r\n",
        " 696: 'paintbrush',\r\n",
        " 697: \"pajama, pyjama, pj's, jammies\",\r\n",
        " 698: 'palace',\r\n",
        " 699: 'panpipe, pandean pipe, syrinx',\r\n",
        " 700: 'paper towel',\r\n",
        " 701: 'parachute, chute',\r\n",
        " 702: 'parallel bars, bars',\r\n",
        " 703: 'park bench',\r\n",
        " 704: 'parking meter',\r\n",
        " 705: 'passenger car, coach, carriage',\r\n",
        " 706: 'patio, terrace',\r\n",
        " 707: 'pay-phone, pay-station',\r\n",
        " 708: 'pedestal, plinth, footstall',\r\n",
        " 709: 'pencil box, pencil case',\r\n",
        " 710: 'pencil sharpener',\r\n",
        " 711: 'perfume, essence',\r\n",
        " 712: 'Petri dish',\r\n",
        " 713: 'photocopier',\r\n",
        " 714: 'pick, plectrum, plectron',\r\n",
        " 715: 'pickelhaube',\r\n",
        " 716: 'picket fence, paling',\r\n",
        " 717: 'pickup, pickup truck',\r\n",
        " 718: 'pier',\r\n",
        " 719: 'piggy bank, penny bank',\r\n",
        " 720: 'pill bottle',\r\n",
        " 721: 'pillow',\r\n",
        " 722: 'ping-pong ball',\r\n",
        " 723: 'pinwheel',\r\n",
        " 724: 'pirate, pirate ship',\r\n",
        " 725: 'pitcher, ewer',\r\n",
        " 726: \"plane, carpenter's plane, woodworking plane\",\r\n",
        " 727: 'planetarium',\r\n",
        " 728: 'plastic bag',\r\n",
        " 729: 'plate rack',\r\n",
        " 730: 'plow, plough',\r\n",
        " 731: \"plunger, plumber's helper\",\r\n",
        " 732: 'Polaroid camera, Polaroid Land camera',\r\n",
        " 733: 'pole',\r\n",
        " 734: 'police van, police wagon, paddy wagon, patrol wagon, wagon, black Maria',\r\n",
        " 735: 'poncho',\r\n",
        " 736: 'pool table, billiard table, snooker table',\r\n",
        " 737: 'pop bottle, soda bottle',\r\n",
        " 738: 'pot, flowerpot',\r\n",
        " 739: \"potter's wheel\",\r\n",
        " 740: 'power drill',\r\n",
        " 741: 'prayer rug, prayer mat',\r\n",
        " 742: 'printer',\r\n",
        " 743: 'prison, prison house',\r\n",
        " 744: 'projectile, missile',\r\n",
        " 745: 'projector',\r\n",
        " 746: 'puck, hockey puck',\r\n",
        " 747: 'punching bag, punch bag, punching ball, punchball',\r\n",
        " 748: 'purse',\r\n",
        " 749: 'quill, quill pen',\r\n",
        " 750: 'quilt, comforter, comfort, puff',\r\n",
        " 751: 'racer, race car, racing car',\r\n",
        " 752: 'racket, racquet',\r\n",
        " 753: 'radiator',\r\n",
        " 754: 'radio, wireless',\r\n",
        " 755: 'radio telescope, radio reflector',\r\n",
        " 756: 'rain barrel',\r\n",
        " 757: 'recreational vehicle, RV, R.V.',\r\n",
        " 758: 'reel',\r\n",
        " 759: 'reflex camera',\r\n",
        " 760: 'refrigerator, icebox',\r\n",
        " 761: 'remote control, remote',\r\n",
        " 762: 'restaurant, eating house, eating place, eatery',\r\n",
        " 763: 'revolver, six-gun, six-shooter',\r\n",
        " 764: 'rifle',\r\n",
        " 765: 'rocking chair, rocker',\r\n",
        " 766: 'rotisserie',\r\n",
        " 767: 'rubber eraser, rubber, pencil eraser',\r\n",
        " 768: 'rugby ball',\r\n",
        " 769: 'rule, ruler',\r\n",
        " 770: 'running shoe',\r\n",
        " 771: 'safe',\r\n",
        " 772: 'safety pin',\r\n",
        " 773: 'saltshaker, salt shaker',\r\n",
        " 774: 'sandal',\r\n",
        " 775: 'sarong',\r\n",
        " 776: 'sax, saxophone',\r\n",
        " 777: 'scabbard',\r\n",
        " 778: 'scale, weighing machine',\r\n",
        " 779: 'school bus',\r\n",
        " 780: 'schooner',\r\n",
        " 781: 'scoreboard',\r\n",
        " 782: 'screen, CRT screen',\r\n",
        " 783: 'screw',\r\n",
        " 784: 'screwdriver',\r\n",
        " 785: 'seat belt, seatbelt',\r\n",
        " 786: 'sewing machine',\r\n",
        " 787: 'shield, buckler',\r\n",
        " 788: 'shoe shop, shoe-shop, shoe store',\r\n",
        " 789: 'shoji',\r\n",
        " 790: 'shopping basket',\r\n",
        " 791: 'shopping cart',\r\n",
        " 792: 'shovel',\r\n",
        " 793: 'shower cap',\r\n",
        " 794: 'shower curtain',\r\n",
        " 795: 'ski',\r\n",
        " 796: 'ski mask',\r\n",
        " 797: 'sleeping bag',\r\n",
        " 798: 'slide rule, slipstick',\r\n",
        " 799: 'sliding door',\r\n",
        " 800: 'slot, one-armed bandit',\r\n",
        " 801: 'snorkel',\r\n",
        " 802: 'snowmobile',\r\n",
        " 803: 'snowplow, snowplough',\r\n",
        " 804: 'soap dispenser',\r\n",
        " 805: 'soccer ball',\r\n",
        " 806: 'sock',\r\n",
        " 807: 'solar dish, solar collector, solar furnace',\r\n",
        " 808: 'sombrero',\r\n",
        " 809: 'soup bowl',\r\n",
        " 810: 'space bar',\r\n",
        " 811: 'space heater',\r\n",
        " 812: 'space shuttle',\r\n",
        " 813: 'spatula',\r\n",
        " 814: 'speedboat',\r\n",
        " 815: \"spider web, spider's web\",\r\n",
        " 816: 'spindle',\r\n",
        " 817: 'sports car, sport car',\r\n",
        " 818: 'spotlight, spot',\r\n",
        " 819: 'stage',\r\n",
        " 820: 'steam locomotive',\r\n",
        " 821: 'steel arch bridge',\r\n",
        " 822: 'steel drum',\r\n",
        " 823: 'stethoscope',\r\n",
        " 824: 'stole',\r\n",
        " 825: 'stone wall',\r\n",
        " 826: 'stopwatch, stop watch',\r\n",
        " 827: 'stove',\r\n",
        " 828: 'strainer',\r\n",
        " 829: 'streetcar, tram, tramcar, trolley, trolley car',\r\n",
        " 830: 'stretcher',\r\n",
        " 831: 'studio couch, day bed',\r\n",
        " 832: 'stupa, tope',\r\n",
        " 833: 'submarine, pigboat, sub, U-boat',\r\n",
        " 834: 'suit, suit of clothes',\r\n",
        " 835: 'sundial',\r\n",
        " 836: 'sunglass',\r\n",
        " 837: 'sunglasses, dark glasses, shades',\r\n",
        " 838: 'sunscreen, sunblock, sun blocker',\r\n",
        " 839: 'suspension bridge',\r\n",
        " 840: 'swab, swob, mop',\r\n",
        " 841: 'sweatshirt',\r\n",
        " 842: 'swimming trunks, bathing trunks',\r\n",
        " 843: 'swing',\r\n",
        " 844: 'switch, electric switch, electrical switch',\r\n",
        " 845: 'syringe',\r\n",
        " 846: 'table lamp',\r\n",
        " 847: 'tank, army tank, armored combat vehicle, armoured combat vehicle',\r\n",
        " 848: 'tape player',\r\n",
        " 849: 'teapot',\r\n",
        " 850: 'teddy, teddy bear',\r\n",
        " 851: 'television, television system',\r\n",
        " 852: 'tennis ball',\r\n",
        " 853: 'thatch, thatched roof',\r\n",
        " 854: 'theater curtain, theatre curtain',\r\n",
        " 855: 'thimble',\r\n",
        " 856: 'thresher, thrasher, threshing machine',\r\n",
        " 857: 'throne',\r\n",
        " 858: 'tile roof',\r\n",
        " 859: 'toaster',\r\n",
        " 860: 'tobacco shop, tobacconist shop, tobacconist',\r\n",
        " 861: 'toilet seat',\r\n",
        " 862: 'torch',\r\n",
        " 863: 'totem pole',\r\n",
        " 864: 'tow truck, tow car, wrecker',\r\n",
        " 865: 'toyshop',\r\n",
        " 866: 'tractor',\r\n",
        " 867: 'trailer truck, tractor trailer, trucking rig, rig, articulated lorry, semi',\r\n",
        " 868: 'tray',\r\n",
        " 869: 'trench coat',\r\n",
        " 870: 'tricycle, trike, velocipede',\r\n",
        " 871: 'trimaran',\r\n",
        " 872: 'tripod',\r\n",
        " 873: 'triumphal arch',\r\n",
        " 874: 'trolleybus, trolley coach, trackless trolley',\r\n",
        " 875: 'trombone',\r\n",
        " 876: 'tub, vat',\r\n",
        " 877: 'turnstile',\r\n",
        " 878: 'typewriter keyboard',\r\n",
        " 879: 'umbrella',\r\n",
        " 880: 'unicycle, monocycle',\r\n",
        " 881: 'upright, upright piano',\r\n",
        " 882: 'vacuum, vacuum cleaner',\r\n",
        " 883: 'vase',\r\n",
        " 884: 'vault',\r\n",
        " 885: 'velvet',\r\n",
        " 886: 'vending machine',\r\n",
        " 887: 'vestment',\r\n",
        " 888: 'viaduct',\r\n",
        " 889: 'violin, fiddle',\r\n",
        " 890: 'volleyball',\r\n",
        " 891: 'waffle iron',\r\n",
        " 892: 'wall clock',\r\n",
        " 893: 'wallet, billfold, notecase, pocketbook',\r\n",
        " 894: 'wardrobe, closet, press',\r\n",
        " 895: 'warplane, military plane',\r\n",
        " 896: 'washbasin, handbasin, washbowl, lavabo, wash-hand basin',\r\n",
        " 897: 'washer, automatic washer, washing machine',\r\n",
        " 898: 'water bottle',\r\n",
        " 899: 'water jug',\r\n",
        " 900: 'water tower',\r\n",
        " 901: 'whiskey jug',\r\n",
        " 902: 'whistle',\r\n",
        " 903: 'wig',\r\n",
        " 904: 'window screen',\r\n",
        " 905: 'window shade',\r\n",
        " 906: 'Windsor tie',\r\n",
        " 907: 'wine bottle',\r\n",
        " 908: 'wing',\r\n",
        " 909: 'wok',\r\n",
        " 910: 'wooden spoon',\r\n",
        " 911: 'wool, woolen, woollen',\r\n",
        " 912: 'worm fence, snake fence, snake-rail fence, Virginia fence',\r\n",
        " 913: 'wreck',\r\n",
        " 914: 'yawl',\r\n",
        " 915: 'yurt',\r\n",
        " 916: 'web site, website, internet site, site',\r\n",
        " 917: 'comic book',\r\n",
        " 918: 'crossword puzzle, crossword',\r\n",
        " 919: 'street sign',\r\n",
        " 920: 'traffic light, traffic signal, stoplight',\r\n",
        " 921: 'book jacket, dust cover, dust jacket, dust wrapper',\r\n",
        " 922: 'menu',\r\n",
        " 923: 'plate',\r\n",
        " 924: 'guacamole',\r\n",
        " 925: 'consomme',\r\n",
        " 926: 'hot pot, hotpot',\r\n",
        " 927: 'trifle',\r\n",
        " 928: 'ice cream, icecream',\r\n",
        " 929: 'ice lolly, lolly, lollipop, popsicle',\r\n",
        " 930: 'French loaf',\r\n",
        " 931: 'bagel, beigel',\r\n",
        " 932: 'pretzel',\r\n",
        " 933: 'cheeseburger',\r\n",
        " 934: 'hotdog, hot dog, red hot',\r\n",
        " 935: 'mashed potato',\r\n",
        " 936: 'head cabbage',\r\n",
        " 937: 'broccoli',\r\n",
        " 938: 'cauliflower',\r\n",
        " 939: 'zucchini, courgette',\r\n",
        " 940: 'spaghetti squash',\r\n",
        " 941: 'acorn squash',\r\n",
        " 942: 'butternut squash',\r\n",
        " 943: 'cucumber, cuke',\r\n",
        " 944: 'artichoke, globe artichoke',\r\n",
        " 945: 'bell pepper',\r\n",
        " 946: 'cardoon',\r\n",
        " 947: 'mushroom',\r\n",
        " 948: 'Granny Smith',\r\n",
        " 949: 'strawberry',\r\n",
        " 950: 'orange',\r\n",
        " 951: 'lemon',\r\n",
        " 952: 'fig',\r\n",
        " 953: 'pineapple, ananas',\r\n",
        " 954: 'banana',\r\n",
        " 955: 'jackfruit, jak, jack',\r\n",
        " 956: 'custard apple',\r\n",
        " 957: 'pomegranate',\r\n",
        " 958: 'hay',\r\n",
        " 959: 'carbonara',\r\n",
        " 960: 'chocolate sauce, chocolate syrup',\r\n",
        " 961: 'dough',\r\n",
        " 962: 'meat loaf, meatloaf',\r\n",
        " 963: 'pizza, pizza pie',\r\n",
        " 964: 'potpie',\r\n",
        " 965: 'burrito',\r\n",
        " 966: 'red wine',\r\n",
        " 967: 'espresso',\r\n",
        " 968: 'cup',\r\n",
        " 969: 'eggnog',\r\n",
        " 970: 'alp',\r\n",
        " 971: 'bubble',\r\n",
        " 972: 'cliff, drop, drop-off',\r\n",
        " 973: 'coral reef',\r\n",
        " 974: 'geyser',\r\n",
        " 975: 'lakeside, lakeshore',\r\n",
        " 976: 'promontory, headland, head, foreland',\r\n",
        " 977: 'sandbar, sand bar',\r\n",
        " 978: 'seashore, coast, seacoast, sea-coast',\r\n",
        " 979: 'valley, vale',\r\n",
        " 980: 'volcano',\r\n",
        " 981: 'ballplayer, baseball player',\r\n",
        " 982: 'groom, bridegroom',\r\n",
        " 983: 'scuba diver',\r\n",
        " 984: 'rapeseed',\r\n",
        " 985: 'daisy',\r\n",
        " 986: \"yellow lady's slipper, yellow lady-slipper, Cypripedium calceolus, Cypripedium parviflorum\",\r\n",
        " 987: 'corn',\r\n",
        " 988: 'acorn',\r\n",
        " 989: 'hip, rose hip, rosehip',\r\n",
        " 990: 'buckeye, horse chestnut, conker',\r\n",
        " 991: 'coral fungus',\r\n",
        " 992: 'agaric',\r\n",
        " 993: 'gyromitra',\r\n",
        " 994: 'stinkhorn, carrion fungus',\r\n",
        " 995: 'earthstar',\r\n",
        " 996: 'hen-of-the-woods, hen of the woods, Polyporus frondosus, Grifola frondosa',\r\n",
        " 997: 'bolete',\r\n",
        " 998: 'ear, spike, capitulum',\r\n",
        " 999: 'toilet tissue, toilet paper, bathroom tissue'}"
      ],
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "2jXDQpLLFJBP"
      },
      "source": [
        "# **ViT examples**"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "UtHosD9lCgAA"
      },
      "source": [
        "from baselines.ViT.ViT_LRP import vit_base_patch16_224 as vit_LRP\r\n",
        "from baselines.ViT.ViT_explanation_generator import LRP\r\n",
        "\r\n",
        "normalize = transforms.Normalize(mean=[0.5, 0.5, 0.5], std=[0.5, 0.5, 0.5])\r\n",
        "transform = transforms.Compose([\r\n",
        "    transforms.Resize(256),\r\n",
        "    transforms.CenterCrop(224),\r\n",
        "    transforms.ToTensor(),\r\n",
        "    normalize,\r\n",
        "])\r\n",
        "\r\n",
        "# create heatmap from mask on image\r\n",
        "def show_cam_on_image(img, mask):\r\n",
        "    heatmap = cv2.applyColorMap(np.uint8(255 * mask), cv2.COLORMAP_JET)\r\n",
        "    heatmap = np.float32(heatmap) / 255\r\n",
        "    cam = heatmap + np.float32(img)\r\n",
        "    cam = cam / np.max(cam)\r\n",
        "    return cam\r\n",
        "\r\n",
        "# initialize ViT pretrained\r\n",
        "model = vit_LRP(pretrained=True).cuda()\r\n",
        "model.eval()\r\n",
        "attribution_generator = LRP(model)\r\n",
        "\r\n",
        "def generate_visualization(original_image, class_index=None):\r\n",
        "    transformer_attribution = attribution_generator.generate_LRP(original_image.unsqueeze(0).cuda(), method=\"transformer_attribution\", index=class_index).detach()\r\n",
        "    transformer_attribution = transformer_attribution.reshape(1, 1, 14, 14)\r\n",
        "    transformer_attribution = torch.nn.functional.interpolate(transformer_attribution, scale_factor=16, mode='bilinear')\r\n",
        "    transformer_attribution = transformer_attribution.reshape(224, 224).cuda().data.cpu().numpy()\r\n",
        "    transformer_attribution = (transformer_attribution - transformer_attribution.min()) / (transformer_attribution.max() - transformer_attribution.min())\r\n",
        "    image_transformer_attribution = original_image.permute(1, 2, 0).data.cpu().numpy()\r\n",
        "    image_transformer_attribution = (image_transformer_attribution - image_transformer_attribution.min()) / (image_transformer_attribution.max() - image_transformer_attribution.min())\r\n",
        "    vis = show_cam_on_image(image_transformer_attribution, transformer_attribution)\r\n",
        "    vis =  np.uint8(255 * vis)\r\n",
        "    vis = cv2.cvtColor(np.array(vis), cv2.COLOR_RGB2BGR)\r\n",
        "    return vis\r\n",
        "\r\n",
        "def print_top_classes(predictions, **kwargs):    \r\n",
        "    # Print Top-5 predictions\r\n",
        "    prob = torch.softmax(predictions, dim=1)\r\n",
        "    class_indices = predictions.data.topk(5, dim=1)[1][0].tolist()\r\n",
        "    max_str_len = 0\r\n",
        "    class_names = []\r\n",
        "    for cls_idx in class_indices:\r\n",
        "        class_names.append(CLS2IDX[cls_idx])\r\n",
        "        if len(CLS2IDX[cls_idx]) > max_str_len:\r\n",
        "            max_str_len = len(CLS2IDX[cls_idx])\r\n",
        "    \r\n",
        "    print('Top 5 classes:')\r\n",
        "    for cls_idx in class_indices:\r\n",
        "        output_string = '\\t{} : {}'.format(cls_idx, CLS2IDX[cls_idx])\r\n",
        "        output_string += ' ' * (max_str_len - len(CLS2IDX[cls_idx])) + '\\t\\t'\r\n",
        "        output_string += 'value = {:.3f}\\t prob = {:.1f}%'.format(predictions[0, cls_idx], 100 * prob[0, cls_idx])\r\n",
        "        print(output_string)"
      ],
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 285
        },
        "id": "ZPbx6CIHEl08",
        "outputId": "c09676c0-13f6-4f60-cefa-c1032d2ed053"
      },
      "source": [
        "image = Image.open('samples/catdog.png')\r\n",
        "dog_cat_image = transform(image)\r\n",
        "\r\n",
        "fig, axs = plt.subplots(1, 3)\r\n",
        "axs[0].imshow(image);\r\n",
        "axs[0].axis('off');\r\n",
        "\r\n",
        "output = model(dog_cat_image.unsqueeze(0).cuda())\r\n",
        "print_top_classes(output)\r\n",
        "\r\n",
        "# cat - the predicted class\r\n",
        "cat = generate_visualization(dog_cat_image)\r\n",
        "\r\n",
        "# dog \r\n",
        "# generate visualization for class 243: 'bull mastiff'\r\n",
        "dog = generate_visualization(dog_cat_image, class_index=243)\r\n",
        "\r\n",
        "\r\n",
        "axs[1].imshow(cat);\r\n",
        "axs[1].axis('off');\r\n",
        "axs[2].imshow(dog);\r\n",
        "axs[2].axis('off');"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "Top 5 classes:\n",
            "\t282 : tiger cat       \t\tvalue = 10.559\t prob = 68.6%\n",
            "\t281 : tabby, tabby cat\t\tvalue = 9.059\t prob = 15.3%\n",
            "\t285 : Egyptian cat    \t\tvalue = 8.414\t prob = 8.0%\n",
            "\t243 : bull mastiff    \t\tvalue = 7.425\t prob = 3.0%\n",
            "\t811 : space heater    \t\tvalue = 5.152\t prob = 0.3%\n"
          ],
          "name": "stdout"
        },
        {
          "output_type": "stream",
          "text": [
            "/usr/local/lib/python3.6/dist-packages/torch/nn/functional.py:3063: UserWarning: Default upsampling behavior when mode=bilinear is changed to align_corners=False since 0.4.0. Please specify align_corners=True if the old behavior is desired. See the documentation of nn.Upsample for details.\n",
            "  \"See the documentation of nn.Upsample for details.\".format(mode))\n"
          ],
          "name": "stderr"
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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XfNg+YhFHxPFNFmPLsjesbcTHmlgc0dqS+dmc2J4jWsKWJMl7cKAZQJ7ZO7pzF4PTlQyxiuxu7/xqs3m1sLsNs1Om299pBmrhJbB9CaM7GJfE5bSd0q5myJkw3r+GoIz2D+m7NSEoo8kBWEvUQAgpRI3e40pLWZWoppDVVQU+hrxHU5KuKMtnCPqBP0iJkET6B9/y+//qt/iD3/8xb1yr+PVv3+E3/9E1qmoCdsyP/9N/5Lf+5fcZH93m67eEr3/nTX757esEWbL/3a9Tjwqe/HiPD3/wIQ8fPMpUZN5cuwmhINn26eYzyEAPREWiIKqb6or0GjbGept024aVIYM12G9jDM4ViBE63ydPa6hgENIBsAPs67pUlT4EalsQNdE8zuVkoQGxBhN1YyQ0RCRXWKTDXjDW4n33zGIfFuHgCRsxBHb46Lyo68mU0cEhVSHUdYFKoBxPufPGdR6eN7SXFr9eQ3RMxnuMxiVVOQYKuj5yebWmWbWIGLQM1PWItSohdHi/wvpAVY5YMCP2LXZ1AeNrYCxRI2bwWDVFJ6oQcSSDO/C8Q0SSDfEGzx0sMo9tjG5w2qYS83PZeL+yrYyI+fWv+TAdPlIfNGMrhCA4xwuwlRdgy+ewdRgpCNTACIoC9hUOoH5zj9F7R0yuRW7P5iCPeWM84y/dGXH1ZM55fEJ1ucYVNZPRmNoa9rqSYlnROke8eADLx7Rmj1i+QV8f81Qd58Ey9xVtaGGyx3KphEWLXZ5DuAYY4nAYqmwOSVUl7lJ+PBuQbFzVzd+3kTBkinUwznwOr58T2xcbXWNAU5yZavUM1pXcefdbLFZznFhsWROjZ3xwRDEep1MS6LqesXOJH4pKVRV0oU8JIhW873cWsVKUJcPOHHDeXeqqytO7n/BHv/chj2YGNxnxK7/+l9m7doLvTnn04U95cPcB3/ob/5CbX/9FjicTVvf/PfN738dWBb/3nz7lj394j0Uv3LlxzFG1T/BXoClLi+QwUp+x/J97xsmbTegNh8Lmy+2lKXm4qRUlRyhDtKMKxoFJyYfgk4XV/O9UU/Lw85/hdVyqivcxJfgIKRsNm2csuYQoZu89xGR042Zjgs30wuAL+BCoKLa4Saq13tpc2XCqxWhE27TMDDRdoPc9N69do5k95eLjj2lXPWpKbt485r1btwkKzaqnWXu6EGgaRShAhNC1RAVX1ISuo9c1sV1SVlWiQFSJ7RKxNVR7icIhVd4OXutwJG6zRhsrk16TDe/wlFR060ENlRDAwOkOYe3OEkEkGbfh+T9TB/oXgm38Gdh6xBQvgS072NoUPYQSbAkT0H1BDqG4M6IbN/jQMu0f4/wDvnGtxj78iNnv/gh/ucYE4fj4Du+9cURoe5qrFcGsiJVSnT3mxvopTC9RvaAfH3BSXuNBV/FYSy7aBbF6i6owrKwj9kukrSDuZ3ouB1e7Zx+7+/nz2KbvmeGo3fWON5HKsIH5AmwHZ+XlsX1+LZIMWfQU2huztejGVYhd48oRrqhxzrJeztAY8F1D0PTnZLJHDIEYoSxKeu9RUjlR6MPGgwShrBO0ydvduu8qEKMiMfLhDz5k3lV88M77/MO/c4PjOyd8/z/+Jz7+ycfcfXBFw4h3bwr/8d/9K4rmMXtVi3QrPv3kEX/y2Ywf3pvT9cLHd+fcujbhWyfCOK+oSGpeACVuku/JRYhEYn7S0SSP1ZhElUg6DrePLVMDybGVrZEmRbeDUyiuwFpLjGR6IYU5m9rkAbzXnXHRgfdLhtBkTDXGDeWjSq43TA0FluFgSsbDGIP3Pq/FobSIzX0aa54to8lvHVEuzs9p26esj69zdnlJFEM9HvPRD37A+uKcUX3E197/Bb75zW9xPm84O52zXLTMry6Y7u8BJV2j+H4JBExZMr1+B2NrREpUO/o+kHigzN31S9RViBmW/GBwsyer2fAO9ILExNcPPO/wbzb/eseLZTiDd9bAztdD9DIY4E0+40uxuj8LW34GtvElsI2fw9ZlbEuoBJ0CexAPlQs9Ry/X3KwayssPOZYzbrrr/PRffZ/1R08YxQlfe/ObfHPyAec/mnN295Ll6ZzZ/Jzp7SMI0M9afD2D6SnmeMy1b3QUoxFGakQ7fD9mJFPWRQliEL9CY41Iwdar2X0mn/tG3pfDtnrWrXq2AiLVH+0m8Ycodvs+u9Huy2D7Ak83hcDq0283JgdbMRC7Nn9AQQoHQRErrOdzCB710DUdHB3gfUtRlqnUhEDXJ/en73tiiBQG0EhRlJmDkqH6BtGck4qRm4eO2eUVe0e3mE4t77+1x+/+zh/xo0/nWDOlNYGWmuhqxtMjHjx8wEfnT5jUlmYVmdQVBwcGMVNKAvdPn9A0wq++7TBoTsrsetp5q+04Nbscefp5cmWTsc4b1gioYaBEhoMEdrOcBmvL/IsiwYdEV5BK2GCoaBgWw+u7lOS9Dt6n5u+lAyFtxBBS1lpJTRA2v0Zz6Zxxlr7tUjGxsRA1xyPp+RmRDc/7TFuEwnqx4OmjM3wQmuWKTT1IiNSjfb73ne/x9je/y3zR8uD+I85OZyyXHVcXl1y74Tk6OWZ2OiX6HusczXpFv1piRxNsNSHGhs2jy86C0R6/eAS2AOvypzE5fqzA1KRjN2RkE9WQPNnANjDNhnqHBxtqWYb7E5MaYYRn/9l2Y+ba5y/B6r46tvEVsQUjNnl24tBSYKQwVphCIwu6hx8STM9oeZ9DvcBdHSCPI/Vsyvfe+S5vH3+N+U/m3Pujuzx49JSn8wWzywveudlx8/YNZk8rou2wx47mwYIQLtn/unJ73NNFYaEzKhwiB4gYTOzxi8ewKmFtoL9AmYFZg7qMrWRMh3sZMBwSwJ87QXdst2wf7g62ktbGz4HtCzxdgzHDIkw5emMMfQz4rkWN2YCnCNaNcIUQXCR2i83C99mDMgJlWbBad2gc82zRlVBW5caTHqoIkpOo3Dioefu9N4luytHhmINJy3I2409+eB8/PuH48IixKancPvWo5tr167jS8G//9SnNqmNajrCm587xmKu142R6TNutuXdxyclEeGc/PcD00NKDVVWMysCuZO5vG4Ykrsek+8/e+RCoIDHdhzGk7h2TO8y2NaPGGgSDRo8P23IxyWGNbjhD+1yYXvVSjRuPO/09hdupHjkdPjFu+bs4LKocmoLirKUlHcCibvAX2aTTBmpqw5HlBSpKWTics7TrNTEayvEhRhy3b77ByeE13vngAxatZ3Y15+L8nMvzK5bzFu8jy/mMk5ND3n77LT79pKVrW1wxQfsOGe1hbUWvltKlGmeJMTXIBE/sVkOEyLZMTNBiBJM7oAGNHagntg3SF6SGHEklUsYANm+4fNiSk535CegQiubfn6KeHLwOdNSQvHzNh+mrY2tzJ9rLYKu5hnxIHiuoh9bBSmEFLJTiwLKWmsV6zVQt5fgAo5bbxzc52TvinVtvsVj0zJYzruZnrC7PaK/mOO9pFzOsnPD2G2/y6eOf0s08bjRCnzaYN/YZT0E0YB2oKTDeIL0hrj1x3iBXoFce4jlwCjJHiwomb2Rse9CQsXWfw9YC7guwZbOqt1FnPs5zRPuq2D7f04VNeVbUiBOLsYYQFd82lAeHECPRB8SArSoKIsZHxFhi7IghrYC+70EHo9smTs1KMmr5BCmKIm+QuE1hiLJXj/jON29SHdzh8MZNPv30Kb/yy9/k+DAyqisuTM26V6rDW5TT6zgxGCs8fvyITx9dMrGRb97ZZ//wkO5yweWipW1ajg+OeXJxwcdPA1NrOBxn/lJT26QSCZLL2zRv1piNrpqU8c3PKm2xtLliHKKCYTOmsjvDTpE9KTGpmw0Rs6OU6Q2VzKVanHu9Rpfs8XR9QEVy84XQ+UDXhWwzAn3n6bsWqdNtqKTyoaiaPnv+PWbYljGvV7at0kPHnzJUDKTNfnh8zLIJSDlhcnSd/YMjrh8dcm1/n/F4zCha2nmNc0V6z5jyBH3b0SzXXLtxzPHxCY8fPcw8ZNow1pUoji60+b1AYyD4dmcb5IhkKJkayqdiSJsztODDDn7KUKooultCZDIdlOrQcQVqLEgyzCo2GercNjt4w4M39Nppoxdi61EixEjfdRnb+guwdZ/DNpWOSSZ5RSLGBIQWbQp0ZpDUGY4ZG8Zv3OQqNBwVx5SHyt6k5PoHe1zrxozLmtEo0K4r3PUCs47UBGJU4qSjcSuu3brOcTzh8ekTpFFsa5E2yxJgWQdDT4m0Bp0HwrxDWqAje64+HQjq0eAytjFj24D3m322xVYQtT8DWwuu/By2soNt/0rYvtDooqmCYcjUO2OJoadbr9i7dgONYRNGxqgpVAw9MbeJhhgJMdB3KdQuipLVusUYS9/3hBgwmhCz1mGtyR0xqXPIROH2zSNC37G+eETEE7Xn7e/+Av/tv/5tfvTJinV4yK/90vf4hV/+G1yulqxbz/L0KU8fPaTvA946ni57rk8thRiMaXg4O+Nkfx8jQtN6Pjw1fPeW4DL5lnKeyQAHTaVk+XFsvG8GsLInEyViMDmMGbAWoiF/NyLZAGMi1iVNhbQeYlowml4bgtJ7T1UZRF5391Kqe+58wFq4upqj+R7DjlfbtS1d02KAvf39TciFpjbfqJrwF0PInvqm1llSof3w98HHT3ZOU/mgKFJEpnsTjg728GoY1RWFs8Rg6b3HuZLxeEJZTOi6jrouKcu0bI+Pjzg/fUqIkXrviGBLonpULFYKrHHE4AmhSRSB5A8/3MgQGg5gqUL0aOgzxbWlh2BInoXMb4ahVHv7TH2iLJKHlPbLsD4oHEYON0ZxqJL5Mi7VmLHVHWw1Yxs/h61hb18+h617DraARIwNKGskOnRRp/v2oFOluDEiTk+gOKHaDxztCWECI2spCkMslX7kcTcLxnZK+UZJ13TUZUV5XMAIjq8fcn52SugitT0gxDL3DFhURqlyYqmEqx4WERqgz973hhbaxTYm8aLQ5wBHvwBbnoOtZGzTfkz50gFb80rYPtfoWmvxIXdO5Y1vraH34NsGZx19DBiRlCwLaUFGDfiuI8SQieVA5xUxhqIoWHdt4lAzsOmojbjCYaxBuxy6Swpr7t27y4ffv+Jb3zznwYO73Ll5nT/8ox/xf/1nv8/R3hH/xT/8z/i7//k/4ic/+gM+/vhjPvrsAaNRTQzKYrbkwaOGH6N856093ru+x2TZcrYKLNerZGANrHrD47lwe6qYoctRSWBEyfV3OUqW7clO9tS3wjAxG2UZsivpPRSQ1NWzyXpmb7H3AT94W3nlh/w+Sm6pfY3X8Ht9EJwT+j7StC2IpENPLM7a5KkawTmbF3xucZTUuKGa6jxFkleeiujNhkmw1ua7SQfUNhmVDvLp2FFTcLS/x9FkhIqlthaD4eH5jK7z9KGn8x0n129jbEHfrbHOEWKkrEfsn9yg7T3F+AArStMsEeMoRjXQ0y+XqA4lFDsGd+fSzX8xh6CDy/755Mnw6Yfv7fy2AdPNgTx40ukAN6XNNFHaK1+Cj7v5nIricxlg34fPYSs72JrnYMtzsE3CUNClaCBEZF5BZ2FPkLlib04pixMmey2Hex0yVeoIplAeXszoRj39gaeLHSc3r2PE0V81WOMIopSTmv2jG7SLSMEeVlzS0jAFZnSI9nuExRpdeGgEWk1Glx4Yunq2bS2Js+4ytrCrarvFdkv9/Vlsk6EeOH+GvZ8Tua+C7Qu0FwSjBmu25T7GWCIRH1qsMbS5cyXGgIaA7z191yd5vVyED9AHj4hQVY5m0SWFLg+apMPSh3FDVjQ/JJK3e36+5A9+5w8x2nN5ueQbb7/J6dmKt65f5x/+5/+Ef/iPf4Mff/gR//2//Lfce/CQH//kYw4OD/i7f+s3uH5yn2V3Chr4+PGKN06mHO1VPF2usleUxHCMK/jownNvFqidwZmUYBiVkRt1OtU8hh6lh9RWmWv4cqFCQidn25JPOwCfN0Mcjt4skWMsiBC8/1y/trB/cszXDt/g3v3PkijQa7yGyogQIs6W1FWJldz5loo5sy5FMpwaA9F7zCA4xMBVQwx9dhh1q6KWea7B6A5PZ+C6BqEiK4a6KjneH1M6i2LwEWLwXF7NefzkEacPH9K3kcfdA1xVMRlPcPv7aZNqoBjv03eRoqjAKm27xrgCKQqqgyNUPOurJcThUJOdQ3Ewn0Odtk9GV+SZzbdrfHeq/vLPdwzz5qtdTzp9HbEb1bhNCPolmN6Xw5bnYCs72PovwBZSKVoguZcR6NFQwrpCLsZwJYS+wu7ts3ewpHRniAl4jUR6LrsrHq8fc9o+pJ+0PJYHOFsyOZjiyhrTWPpOKaop/QIKXwGWZWzTgVuMKEfXqMyC9eIRLHzilLuA0iB0pDxKMpAJ2z5jy3OwfdZDfTG2iaZ6VWxfWKcLsqnbA3DGJKLe+8TnxpCSFMHTNyui7wl9n+gOUbz3iDH44AkaKKuKxeU6ScepEGMP1CkcNUn7E9rNBlUUV484ODni8eMLbk4dN/Yrbv7CX+JbX/+r/NW/+7dZLU95enrKx5/c5/7DR5xdzPERHp5e8Gt/829y8d/9M2zXsA7KolVOxiMqZnhX4JzbeABX635TOrM93pTvnkSuVcI6RBZeeXLuKa3BSWKeC6dUIhTW4AQKIzhJVRnRQhk1ld5rWu8xkdib2j4fQuZ0tznPi7Nz7l+2WGcI+nrpBZHER4cQkzRlTnqlksBUp6ka6UST8Spc8nSGnBiZIcmCSMMii3kRDpvXWbvDnDFYBCD7GZpUsQrrKEziRXvg6mrJ2ekZj+7dI3qPtQV916W2VldSFDXWpgYP60psVMqyRGzMkUHqBiiKGvaPaFdXaOjQ6NHoNzqqyZNIh59ogNgiQ60tWZxo+Nzbp7fZgCk6HbZp4us3h+/gDZFpFdnKc24ncL9+euHlsQUpyp8T24izEaFB6VEaEAdawKzAXBaElRCuj8BWOCc4C72Bq2bF2eqUR7NPiQceO3WsXcRqQxVrikmFvRL6WcCaEhOgDA7BQlgnFTRxWDumLgraboH2ffqPBcQOpQVtQLodbLuMbbrLn41t9uhfiO0uH/xq2D6/esFkl9ps61eNTXF1HzzdeoX3Le1M0dCzvjpDjaP3nrOzC5arhsn0kPEotVnGGCiqgrbrtidDiJtdKSK4stje/uamlfe+8T6LR5/xra9f44OvvcUH33uP4K4zPjhgfHSNyYc/5eTkiI9/epeyKECFvgkcHB3xjW9+g//wO/+Ro6N9plXBqDSUBrRrcGKIapgt1wTdIXIkZ3kzDxkjdBHmrdJpxOVGiszeIrmlUsjiJkawJnUDFQZKmxJLpTXURaAwwo2YuDPvQ+J0M5jWgO8iffAohlrK58L0qpdIerYhpmx7FEPnI6kbKdckx0DT+SS3Sc5k77Y0k1qYg+8Th7XhP4dLs7SlQBj8/SHo2+ngwaAR+iiUxhCCslh3nJ+doSFSlEkONOYEZ9Os8L2ndJYQU9KnlCTCYq1AiFhbsNW7sFDuYaopIGjwaPDE0IPvkgeUG1SQAkwBDN7KgEleEDzzZf5iu17QnUhg99tiEVskJ0aTmIyzgn29AUx+35fFNuCcfAG28gXY6uewjYgJYLpUKrp5NhZp95HZAXElNDpiHUtaBGcgmMhCG86bU3QacYc1FwhnfkSBp7QdfhoovSO4iLUudUpGQxETjWGrAhWL9oJ0FuIeZryXMPNXaDgghgvwE4gL1JiMrdvBdqce+wux/RwwicDNXrD8ubF9QSItmRAjipqhL1sQkzU32xVd1/LpZz8lRk9h02YqygLf93RNh8acdNl0pVX0fY9iMQJd1zHOp4sAVVlubj6VaCXAXTXi8PZbVLbh9vvf5vDGuwSZUtRTTh99ytX5OccHI375L32HybhksWqZHu7hfc+7773Lo7ufcm2/5Oa1fbRfUVtlMqpZdsrFfEnrBw9n8M1223tTgXgblJWPWJOEagYudwinB54h5vPSR+g9dBJZ90JAEwmf7+/YVqCpMWLogR8+gY8BAcqqSFqor/HaiC3n0CtxelmwI2YOLHvdwfe0JCF1U9rNz0QE6wy+7zZR9MDpS45DN800OrRGDtRDTj4aR1TDqCpZ9YothN4H1k3LarnEFJau6cj5E4gB3ze0zYKqHAEeIU1HMFZyxj1gbBaql6z569t049UUtSVqSyRE1CWud9DIEDfZSGviymSIYo+GkLwlSZKHGj2524DhoEz4JY2GoaMQEg0jJnF+1uSNmSU7i+J1J0j/orAlY5sreDYqgDYloHpBGsOl32dZ3eZBccF7b5zTjyLrRcvick1X7nPmHRdxn1OdUMQGZ8+5vddRFcAqIo1Qi8EdGfQAegfRVqkztoQ4CjBuE7Uw2kObA9RaJFjUOWAvHb5iELefRdlDxpYvwFY/h236c7M3le30kD8Hti/gdE3uK996gIP6VYhK8B11PaYe7dG2DdZAYZXSOVxRUlQhlVKZzGFK4m199PQxMjYOn8eKDJKHRVWyjcs2dwcC5f4JR3sFJ+98Ezc+JgbB+44P//RP+PTuXf797/4JqsK1a/vs7+1xOJlggf2x49vvXWMsHYfHR8zPe6rCcnJS4UpD0zZcNv3G4AlZGi/zY1EjQWHexc95OtmICCmh8AwflJ+hCIIjysCOkT1FsATEJIWxGMMOvbCdXOFcQdj2A7+WS4wB3yfuObLh80KM+XOZTRPIEESFmMY2STYwJo9TGsTXjUjmpXXzHAaPdnPnMiCrhBAQtUymB0zqEbPeMrbQ9YHz0zP6rkHEURUOxGKD4rsOiDTNFaMxoInCqMsSDDStT2vVJvAGw5JOwh76NWLrpLG74fN0w1kqkqy7AHYE1iUjE7YHZe6f3TyHhNl2k6r6/LpEZURRtBinBo1hrWhqgCk2nPf/r2FrMrb+Z2CbtHNFXCYAk2FXCsAS+oDMwbhbzOp9ftSvOLrV00/O+eTDns+qYxZywLKYMpMDLsMI6WY4xpxooLrmESLOOerjEirD+tDTupLOVBiJmDoSDnq4AVz1sFwh1Oh6AtJDqjRGCRnbNFIIsRlb85LYpjLCP4tt+LmxfYGebjK6MUa2RcKJ440h0jcN1XSfqh5hi1TMWbgiOe7WMp3WBC8MXXFKOnmtszRNz15dEOLg5aXTuCiqtCA2nMnAnaXwp5wc48YHUB1Cs+T87DE//NM/5V/8m9+BYOm7hvv3n7Lea/jVb/8iZVnRtHP2R5ZpOWU03Wc1P6co0yifd944JsbA1Y862gCdDymZkw2giNJEWIX0nyLErM2wNSgJtW2QkhOPOdRTM3CY6fBShZFVXM6qh9xyieSmQyGNGBKzJdle42Wy5xPRHKKn2tNNMs8YoibNW5tdneB3tAk0J1nF4GO/2ahDhcdw9pg8wmSbVBieTQpJrSs5OTrESXqmnVeC91xeXKAK01HNuumIGimcoXIVbdvT9y3et0SSxmrhhD5GFqtV4mhziVTSDTEYWxH6NdYENDZIMcp0GZsPO2CYvL1t2dsuhTCoiA2VKbJZI8PLsrczuIfDz42hsGmSQ1oGKWfQ9/1rxfXVsNWfga1mbGUHW7uDreRfU2BMSQrTHSk5nGqkJYBtSw7sCec6odN3OcAT7R7/4XLBPcZIfZ2zpmCmIxo3YeQapB0z9StGpuHo5JKqDBTXEs8/G3Us4pReC4iesujgCMydkmAbbNGjQRE/RsOY5P6mSgYlABbFZQpQdkBL6Cdsh5/pDrbp7z8bW0th/Sth+1yjuxs6b6QMMVjr8KHB9w0TZ9F+ge9CkimUis73NKsZ48kE6FEtN+VFaZM4VuuWsF+nUygmw4QoRVXsUGbbDapiM39q8O2KMnvBF0/v8ic/+FNUDUVpWTYB3/fMRFgtVxQHBwTfMZlOqZykQXzBUJcV1hqMwsgZfuWW5WRiaFrLuossW8+ihXUQDq1iRZhYQ5fHmoQw8LlsnlFEN22+Q62rMWC3L9yY5j0XsUWR6IU+YMuKYIpUR5j5UGuTJmoI/nkwvfIlO+GmD5HCWcqySEnEwdibkOY+5XuKcdD13fYRGmtR7dAQEnemO8mjHIoNNdwb05t/bsQwHk8ZjUvEt8Q4wkdL03rWqxXjumb/8Jh4OUNjhyKMRxV2uSLEnr7vCKI4Z3EGZuuO5XK1DZFjPrjFYIqK4LvUna0RbZdIMWVoCDVDgk8GL47tptwNbeTZv++y1Okrs6lkURlqRdM3rDVspvXkipcvY3rEy2PLRnz7z2IbU+mm6hdgm+vnjUNMkbEtkperFRiHUcOYCaOmYHne83T0FoVxtO0j/tNqRlsV1Afv8CgmR6f3BTq1qB3zaXxK1TecyIjbBzNunCiLZcujueOKfVotMDFQ2xXuqMC8URJijylBQ0TbBdKN0DBC6TASQPvk5TKM68o8727SS7Zrd4vts38fqLGErTDobr8qts9PpA3CxtEk7zYGnLNJ4tFDDF1ypZ2j63tQIfqQRGBQlssV1hoOD/cQFUKIiLWYwrJqEl/U9SF1vmiiMYbMM5qMcVq3iT+yAuOqoKhq/PKU3guLq0sePXpKUSirtWdUF6xj+p2PT8+pjk/oFaqipKwc1lqaZk1Zu1yiBm3neTxXnIHjGiaFclgJfZfu36E0Xnh3mqQBj0aJeml7pemU3ghehXWntFHpQyop8yT9hB42HVwoFFY4qCQJbGPpOo8rK/xoiqEH7QmxY1AsGo3GL7XhXuVKh0LEB6Us0iK0JjWmmKEf0AiiJhvXyODGKikScM7SoLldNA0x1a17nLLgu1qsG6ub+L/p/oQ2QN3M6LwlFFOsGPquZ1LXSSxJLSI9ZVlSOEeIT1k3i1SOqB5VTwgdXddRGli1HuvSRoihz3PoCsRW6SBTJfYtKiuwox2HRzf3Bzlu2ZHni5KVjmXbZZdC0V3jS57RR+pcHOy25hE32YkA5VlP6/VeL8Y2Zmx5SWxTh9oW27QfTU5MQZkMLhUYg0TD1E1oT5W6mXN2OOWjO+/T+T1+Mn9E7Sbc8O9ifMO495RSUeC4MI4mlJTaM9Mprb3El2vOmyVX1nLRjmhdSWlhFGbsVzX99QrfOsQ5rIc4b9G1QF8iUmaqQUEHbzxHKjtWNUouBfx85KqDu8BzsE3RxKtg+3xPNwSMLQmyOykgl5AFJeTaW2uF6Ht8bClygbnm0qsYQ1IzQugDuKLAWUvTdFm3MxdeZy/CZn1ZVUE1KWFqjITYUhcVH3zwTZxAvz6niRO+//0fsliuqYuSw/09jCiLakmz6jibXXG0XmGj4Mb7jKYjQrdkvWpwdugcU1Ztqke86lJi4LgmP7R0WnmNhCi4vA/HTqhL0FLoChAnaFB0nDylkHngqBCN0AUlitL2kSbf6n5lcUWFiBA04qwgrqCbzRhVKQRUhIOjQ379f/QbL9pnr3QNpYAaUx11qrQwBCP4ONBb2QAZQYzQdynBkBx4zRs2GdmNII5uh1huOO1nBLC3brAC01HJqlPs1YK+72jqPdo+pHBXhGpUYqsSYxTrBNHAaFGzWl2xWi8xRY01hq41OGs43KtZNauU8LWGvvWZw0t1xyGmfATSI6FLPKStn13zJE5u03efPdtkaPO06R0qSWV7XyL5YN0ImQ8ygCn5mipysgeUB7K+7uvlsN1SDa+Oreb3sDv0wmBwS7DJy55qweqRYv2MrlowW7xLO3c0PzKUY0fZ1xx248wOW0Qji+6AM1ZQR06KmsZMWbQLgu3xe4Z50+ClorBQtzNOZE2sx3QnVRoQ2xq4EGTZQ2NQtlKxbLrJBmxl4+kOMfzQZbrJQjyjGie7Z/IOtlnylmHPvBjbFxjdiHHJehsRepIhdFmAJWTCvqxrsAs0pNlLKWmiqDhihLZpk2uuijWOorCs2zY7F5GNMo4k+cfhQSDptImZ67xxfMj+rTdpmg7bN7R9wU9/epe6qnn79ps8uPsp4iw3Tq7RTHr6tmG9XDKWDlvX2KLg7P4DvG/TGJ8+oq5gXFrWTpi1AYtFQ+SwzGGnbKkVJGCGTZjVhvLfBvu0WZjWkLPAwys0OQOk39sZS5HHznufsvDr5YJKPVBuAAw+sFounwfTK18m1wirJs0HZwx1YRAPk7qgsELXRYKkhWqLgtC1SfA63+PgPcWc6U0bNo1FGjqX0BRWxx1/IXFlafpzVdU8nguh8bjmgsX8Nn0uDysKizFK4SxdbsAwEqlGFQr0fUddVCBK33uqoqIo0yEmuf1XQ67BlZT0UU3cm7EuecGhZVNKlD/wpnCe9Pm32zIdqJk7yHeUa1eHwaPDZs5rZbcl2trsDQ1ZLJEvw+a+BLbQdYEg9s+BrYAarK2IeIQKpEQqQR1YcVSh4vFDCEuPC+csZtfo1x3xx5HipMBEoRCXytmMYEZCZSbEleMyCv72AYETZv0lkyJSljCXJzhT4YKnjg0jY1DTsBwdMjuYII3DHFjilUdmAUJu8tEAFAhDOardwXaXYhj0T7bGNjEIJmM7iCQNPZb8XNg+1+jGIZMpqQQnHeI5QUHydqPvqaqCUT2i1SQIodZgixSaijW0ncfmEzhopK4rms4nrQZRgo+bD2JdEtXRfMean451JW+8+xadwum64EZ4SlEdcXZ2zuH+Id9+8zZl7JHCcbi/z9VsxScP7qK+o48tfjKmbxuuLq/o2pZiVGOMpet7xnXJqhCIjqp2nF70GJSx2XK0qVxGhme60baWfNqlWsbt6ZcO15h5XMVg8kRjzVRhqtRQIMTBewAxO6U7QNcs+ej7f/A8mH6OS7ZTjnMpUB+SV+NJCRgnkXFlk2doCwot8RJzSBVR3VZrBJ8iHt1wg8Pb5JbSQeZwsMSkNYArWHWRxUyYXD7Gho9oTZlm6xmDGOijp/N91nEAVzrEQAgpARtCJBhlvy7p+27jvUWfqKwo2Sham6IRTZtIMKARwvrZ0DA/nyHU3vJ+6XrG2cmv3TL16YeptvtZn9jadDAPjTGgWer0dV8vg61mbIuXxJbs9e5ia7C2QKNPz9IaKBSsUtc1SMlqHlg8MUzmT7Hzj2lNRTjz2NogK6HXJPNqaoMacGWBNIK/DHR7hotiSl9YbtaOZd8xMx21cRjf5MkkkZhFuCgErRTZM8iBwBqYOZAKpSYRCGNSl5ojVSV4kkpOrk6gR/DsthFv0RWS2I1+Dlt9ZWyfz+mGJKw9JIAGvidppSaOlr7NpWUGJBJwRM0zz6zDGEPXdoxHaSFIVIqqYnY1Z9Do6n1PGWPeMBbnHCkBF7MBSp/l4PotVk8/5fc+HfM3rl+i1yKz2Yyjw+vcvHOTo2lFMZ0wmk756CefcffhXVbzK0wJy9ZDN+fw5ns8eXSGxkBZTZjNl5QFlKXFd+kkM8D5WrC1MHK5OSJ/kDTCaOD8hgW4O1Vg29SRDPWwfPPhkSOPQJpUjJJr+1LGuKhHhNAREUSUm0ejVMT/Gq/EtaZkYMj3ZqyhKizrPuCjgu/pSVUVtgzMlyvKaoQU1SZhYCT9uzTaRTde/pZe0OQFMHiR6dBRlL29VGqDKLNQQQ/V2Wesxrfx3nN6+oTJ4ZRoCoxzOXyDXkOqEfdJrFu1x45GTEcl532XvNwsuu1ckTonSTXBxJBwzLWrKZOtEFrSRvwcF/c5g7t9gNljz3+mPZJplJ2DNf2KJJNijdmUIlnnYJ0kFF/39WrYdi+JLTvYysarT23eg7OgqFHUCHv7k5Swi4FZV8NKqB7eYzW5hW8ip4+eMtk/INoKU5WITUMD+ugJvSeuAn4ZWRUGjg64MRpz2c+Zm5YmRgwllYPoexZAb5JRjU5hz8CxSWI9EwEfoC/R9R50I/CArdODCR3JOjekErM1yArRsIMtW6pg4Hg3lQqpUDRhy0tj+3yjS5Ij3PDG+c1T949NXKeP1ON9TG0oGOOq/TTGJ7QU1iLiWTUd43FFjBGHUJUFTdciYon4LLqsDKUYzjk2vV65PKuqS6bTfRY/+R0+Ofsux53nPXuXtkkC6cW4pir3cRbURq4dTRkZy3J2xfTkkOh7utBw6833qevvUxWpKsD7iDNCWVjWbY9oGiu07nrOO8etUrGkVlxl52MyeEZZsjHxECkcywYnNWSZLS+4E7OqsRRDC6am09IUDh87bC5iH5Xw7WstZVXzOq/0cQxDK2yKOCyzZtBOhrYPLNsGZwwVjqb1iPQURZk42VxVkrj+fsv5fW4SqjWy876JaDDWMpnUSb3NBwLCzBxx4JesFnNQZTG/4t5nn3LrzXc52BvTBSWospjPadcrjClYr1e4cszJYcmoLjGLtNCjj3neXswDTdOoe4wDDelYNQZiShKKFZw1GBkT+p6u88TBpd3h6TY0oKbDdeP2briT4fW7HmH69qBfAknaUnMTx+u+vhxsdQfb7b3ZodsLs1HfM4VhMhklxbouEoJlFk44WF2x6lbQC4vLGfc++Yxb777HwXiPTiCIspjPaJcrjLGsL1Y4qZkcHxPKA5bGMqPF+J663KOTSK8NDdCJS6G/i8nQHkmSjfUOiQaHwfgxofV0y54YbRLnWRSwqCG0CIuc6O5Q6dh4DkNSbFO5snM9g62+NLbPN7o6NEaQeBeRoX4Yay19CHTNktHelK5dEnCEbkGwY+rjN6nLAiMt4fIcZbEZDyKStBi64ClsHg2SLVpqBU5ccLbBRJTj4yPGRc/8/ENWHy75vzXCfxl7lqslZZmypm23xBsoDYwnBeWoYN40abP7jrJwjCYjSpuUs5q2pywtGgLOpYECqolP7HpPH+FsDcdlJMTh4EmHT4zbZzN4ciksY+MJSObCFTIRP2g6CDiHcY6oaSwMmmbE2S5A5jBrJ4wO9unr2y/cbK92KUYsaNpQISRaZ6iWttZuEgdRkxayZgPpNIWqmVtJ3lA/iN6Q1ah0Y5BMTsQNob0KFM5RFI5Vr1knN+DrQxbrnuXVBQJ4DayWi/w8U714mkxt6HuPs0JcL1Ec+3tjysJQVy6VudkaV9qU0JUeMZIP+FzaI4qEkGosywJTOMbjEWWZDsH1smE2X+N95jM3JMEuuaA7/8kz3x+exeZfSNZX1pBKAHMN57NTdl/XFfNBr5l+0S8BW8nYukSHxUQPqE2a2EVRsOrT4YePeHvMYtWxvLxCguA1slosAEFsGuxpCpuwbXpcAfFiiRrDPhNsV+J8je9qTDmhNY4WT8M6TTcOAaXHVCbzqQaZQGELjHGM6xGldWivrOcNs8sGv4rIOeiZRa4mSamMnlTfu0sgZS5/8Ohh6xCyrdBRjS+N7QvagE1mF9KYnSRM7jMgDt96Yr9OmgLliHXTEpo5q/aCZZhROCilYzZfsP/m0SaUNtaBEZqmx47LzD0NvGZOdOjQTpuyv7fefhtBsRK41fyI//DobX7y0w7f9PzRH/8Jb9w+5NpImO5PEIHWL1l3Dc16Rdc0iO94+2vv4FxJWeTedFXqsqJZtlib2km9z6G+EXof8ViuOt3U4LIJo3P7I0MEsD0GNYchZuf7qvrMYEpTFAhJVGQ0qvBPlbKskOjpugZVKBz0wbLqdibqvo4rJiOEGGJMU4dLZxlXJTEkXQMzqvCSnpFxFqNDf3n6XoyBNBU2DxgdisezJvCwUyU3SHifqRljQFI1ixAhdFgJaFXS6xH26pTS9bhywt7BAaPpHj5CCD2FEfYm46QLEBSjijXKdFRsEo+j8TjlBUTxPlEMMQaQlEQbkkWDwpstSqwdai0FtZZqVFF3PUvf7lAOA8c37I1nd8rGAAuwEVPRXACjIEluMWlOJ+b/y6AXiOmQIjsGISqlM6+AbUx71NjnYJsMrxiDMRYfSOJlhQGX9B5Egb5PUZut6c0xtjmjjAFXT9jbP0rYqhLwFAh74xFWLWGdDg47EaahIF4pzGDkR1jrMK3go4EuEjuBLiIqKZFXgJQWwWBHBdYYXC1JrlUNVVdTX/Qsz7pUbeRIGfDTEdKNSNMjdjEdDO7W25Xhx4MHKvJK2D6/esFIIsptGm1hhI2gsbNCFwOh94m36y/pV2usK+hXl8wunzCZTvFOWS8bQjzChwgSMLYAgXXbMaodMWSvMW+cokzzqhK1ECjKguMbN4jNFV0XuFnNed884umjEhuFx09P+e3f+V3+yT/6nzAeT7BxzcXFBfcfP6WyjoePH/Pm9X2u3XkbEYOzBctlw/7+NE3c1YAzhiIbYyNCYUCdYTypKKqSyWTCcRAuzy6gnW86tmTTrfKs4R3aiAftgZRoSt+LGpGi3HDk1ppUyF5YYjvwZyDG0tmK5bL9ebbfz8aV9LnSPgsM7bR7h0dJzk8j1ln6HF7GHJFoyhaQDp70m5QkAbjJcsdcvaLpPWwW/vGSs7yA94GmDxgTMQQKJ2gUwmiKPbnNRD7k1nvv8fb73+KiiXRtC22kKhz2sODg2k2WsyXGWo6PjyicsFi1XCxa6tEodVQRsRY639P3qXRMrEt8HUP+IBmOoa7ViE2HgbGUVUGzbghxCB2HJ8d21w287o7Hm3408BBps0pWMrPWJJ2IoWHkNUt2vh5sB+EigxKTZoqmqRcJWwY7k2hGY/EWbGHBgo8+Y6uYGCmwqArB7WP37jBZfsStb36Nt7/zLS400pFmLVYjix0fcXB0k+V6jhHHcXVEsTYs5i0XFy01IwyyaTjq1j5hGzOOTlGrOCKF9UxSty+juqcsHRFD8Irb74njlnVZ5XwRebZaqpsfHuRQtzuALjuGd3iRCLmRyb40ts/3dI0kQQhXAh5rheCTKpQzg0JWh2AoygJMS1mNqeuOeuzyiWsAT+9jFutONYtGhK5Librep1re4WwoqyKBrBEjSlkWjKoCuies2khVOn75xox/85M1QcCI0nU9tRN8aIlYJnv7aIis+oY+Rt69c4P9azdZrxaM9g4ZjwrKumK1blg7i7jEP1uTEgTOGowTJtMx470p+yfHGGM4Ptnn4Uef0C3nG8OSpkHkkHrngQ88uNlRsR9K58QUhBBo1itW6wYESlfQaBqZMh4Z2l64dxroVquX23GvcA2bMxLpQ0TEJclEZwmqyGiK7bvk0YdA6Fr6tkkiKHkxGkk4Bg2phttafAh4H7AudfsZk0YnOZcMUJ8lQedNR2k8lVNiYdAo9AJyeBOja2xouH68jyw6zq4iPgSMs9S14/1f+A7tuoPYsj+u8EE5nTUEsRSlxRrddJ8ZW2BMlzHKFQtI1owdPJmINQM3l5PAhcM5Q+x2vZ0cUg7PD93OydoUxCfDtWkdzc+qLAtc4Ri0S2RHOOUvBtsS6yYvwLb5AmxjKg21LmPrsU53sDU4HFihVw89zBtPWQQqA9FaVISeiExuYWyL9S3XD/eQ0HPWRjwBU1jq0vH+N75N26XZO/t7JX6hnJ43hJhKTW1ILejaK2ZlML1BrEAtSBEZ2ZaRLpjIigMBJ4E9W1DZlOCPVunLhr1xz0+v36bpamgFZqDzEvHFljDKHWdbbLMJzqWkw+y7Lba8FLbP93TzIh3acI0xuWA4ZWMRIfYeg+H4+DqmmIKt8HZEKFf0XUcAai0JmSoKmudrkQh9EUltrprkE0UUV5ZETWIwrqgSpdGviKagjYZqPOGNsufrS8vHlx/wG796wm/+2i9x/ajgarGii45rt9/j9o0THj14ggs9BzfuEI1jefaIvWlJWYxyKVFJs1qwbnLtrkv1eM6ZvMkLMLmm0VqqumB0fMhqtcJEv+Fs0YH7y16OJO56ePpiBAmp8iGoINYSfEtVVJl811y1sS3NKyWwePqU3fP2dV2CbMq8Bu++bRtMl5o0Qt/nFuRE/USxaDlC8qSQocff5LA0hLCZQJDA3BaXV2WZtDr6QOiTsn6/XuKpEAKFldTxZQQjDnvjHeYXn/D00T2qw5sYaymKkt631M4xGY8Y1TXatxgii6ZDjckSojDIMg4qZ0Nz67APJHfaKTFHcEmw3gqQxZnKwlFVBW3bPvPUBjdnmEkgeQNm28s2kbblgY3RTULR2lSdY6zLB8Drv74Y2xbTdS/A1m+MLQOdtsHWbWwOMaKSyqyqMkVnfZOapVSgX6zwRYGgKXoDjCsxVrDH7zFffsLThw+obt7CqKOgpF+31KVlcjhhVIxQ22DqyFI7dGQZYyFKqvLyaWCsaKo/VidoCZVtOTRXHOgFB1xxLJ5KevaxjKRAjQCBULQc15GmDdy98Q5+beFC4NSBd3m96CaH9iy2W/IhrbFsC18B2xeKmA+hlWBwkrzc5CCkBRc0QPAc7o95+60baPAs1mvOLxcsVj2zpWe2bNDgk2h3Hi0rRliuewRD1/V431GUFYqhqkeItZSFI3jPatmxOrvL+LDGVHvUkw7TNvzldz2nfo/b3/3r/L3/6h/z4If/A+HhI9q+5+Bwj//Z//Q3eXD/IT0F737reyzOn3B1/4cc7I8xRQniUAxlVWKNSbxeSAkPWyQeyAzRRJGUrKy1jCcTzooqkaGqDCNAkr0ZvFph6/wM3G/6nxGwZclkuo8Ao7pOlQ4G6qpisVwTQ0+LMnKGveoFRSaveA2LKHVIJaH5oCmMD31LUZRJmjJ7QyGPIFmv1qnQXmRTcRJ8n3WHdePJW5MG/BkBK8J4XLNarfF9yFw4LK5mlGaP0A/CIUplLZWzlGaM1G9z7+6n3HEVxqTZZ5ePP8MSmF57g3Kyh5QO3/cUFq7tVQRVOh9pQySEzLJmjlLy0lNVnJHMKWdDuPGAt95uNA5XlljT4aNuqoaGGu3NRtw80OGLrRe84fyHH+eqFCOGsixp181rxfWLsQ3pubwytsNEk01gnbE1GduIFc94LAnblUWdoi6yeHJFeTQm+IgWghSSsC0NZWGR43e4d/cud6oaQ0lsI5eXd7FHkenX71BenyKHJbZYcFMvuYWyiCPmXcVybegXoOeCLlKnp1SCLXv2uOS6XHLME67zlBNaptIzVWVMgRWLiidIy5GDK9OzHO3x9Ppt9IkgtSAr+xxshZSN2PhSA4GUsdWXwvYF9IIj+jSYEJOGtZlch2pyS52PSux7orFcXSypCmjXDUY90zIwLiI3DhxPL2G5LrEKQqRwJcumJWQN0q7rcnLDYl3BeDrF+47VbE3b95xdzKjjAlONKX0B1lGN4D/7pZJ/8fGH3H14zv7eIXuzC1imhMC7773Lm2/c4XIVibbg8t6Pme6NKVwS6lAVrMvzwAbujSy+jWwy5r04xNQULhma0SRSTSa063Wuu93WfKoklXmz2WmZX0Nzd2Da8LYap6SAgclkQl0VRJ8EgSQTLTEKsx7m7Wuu083DhBL1GFIIGSJiUqKzadY0zZLQNRtuK/iAxkjrHX32kJo26d7uH1zDFWUqMY9pVp6YIQRLJWJ9NriD99esl4S6TdMBDBS5c6oqhMoZ7GifRjx3f/LHqC0oJkccHkx59PEPOb//MUdvvM/hrbcBYVQmD7tLks0pORM1V8toljI0myhkK0a9FR0fdHRT+J9U9IxxOJuaWoZrMKu6NUX5mW5/OiSehqSdNbrjdZPkSxdZPvA1X4MRSGvSp7K8oK+IbaRpO1bL5mdg60E6kDTTsO8XaHCIL1KCXFeEssWWDlMJRWmpx4aqFCqxWD2gsYG7P/w+KgXF+IjD/X0enf+Q85/8lOOD93jr9hG35RFvyQMK6Xkcjrgvhzy0+5y6Ces21fZGAUphZDoOwhXHnHKLR9ziCUddy4SeSW8omgqhgl7oVz2iDR/YyFO9xtXBCe1BhY4EpEiR5gbb+EykOSQc/zzYvrBOV0TTmAtS+GysI6JYSZ1pfYg0yyuK4pBP7z9hOh4jJrJctfgQ6HvPYn5JlBoRwfcdMXrarif6RPSLFcpyhIhFXElta6b7Ux7ffZCm+cbITz95yNG7E2LfIxIpRiPK+oC63OM3jxz/7T/75/yXv/ldrBXuPbnkP/7oJ/z1X3mXd27tceCEy9mKvePbGK6j3YrQXNG1a4Q0rVg1iRiHEKjrmt6HzZgTTJk0R12ZOeae8d6E5dMzXE6i7Ga5t8kUNu3CmzbuPD8tTbxNCSnrHHt7E87Origli+WJ4KzgxKRo4jVeKQGtyTBq3HQbmdwNF6MSQyT4kMvjUohKLiHqvafrexaLOdPpMdOTa6kpJKa6bd3QC4IanklACCmR2Pcd4jsoSorCbYrxUzIiJYGq6T6+XXL2+D63T25jy5KDG3c4fXCXw8MD6iLxhapJsd/HVNTujOIlBRg5sGLI/gx5kIEqM0ZIk4KzSL8kZbRgTKY1DG27As2juJFESWA2TTBpCkbcYjxMls3/T/XayRCnydgdXduyO4Pry8FW/xzYLn8GtkAMqHh0w5U3aR9rQfQF/VKQ/Q6qgmJkMSPFTIWithivaKNU00P8fM3Z3XvcfusOtig52H+D0/Fdbr1R8175hA/kE94LH2F8w0E8ppTbOHOTUNxkMR4RbTpMjIuZw51xzBm35CmHixnl3GK6HmvLPO9REG8Ic0Ph4M03nvJG/JgH9gan05tQpUVjcqVGckwy1bDBdne/h0yJkWiYl8T2BfRC8vg0+MR1iaaRH7nA3FlD7z2+W+PkCBHlcjbn8fk5s0VS91ENNOuOouwIsSMGz9nZE7plw9e/dwMkhTF932M1i21ImlXftakzCzWcnl6w3F9jiwmuLLD1AW7vGlId8PZJwTpe8L/+P/9bbu0r3/ngDsFc8b/8P/4b/v6vf5O//Zffx7iKotpHYkNcKME30LegHu1T268TSbyR5tDYkIVrspckkaIoKYqecVVAUSK0O0HlQMUMqz/3Yw/VCym2JHgYlxXWJp5sMh6lcDgq63WXhnxKRPMYxNeeb8nF/cnTU6IGYlRcYTfh1GBM0MRZlUXSSV71Pev1itVyzXh6wOH1W6lWU2NqNuk9wY+z5kKO2nWoV04eQJLaUCS0hGKaNS5SNUjvQ9IfVo8RqPaPKdcpNxD7jrbvOLj9FuODI8SYZERiSj52vcdHzbxkMi5DhnnASHIuIs2nSwYnDeuR3PSTtAWGKSnGWiSmhNNGoRNJ+Q7ITRbJEGNTRyUD/UCOgAS6vidm7q9r2/QMvgxK96WxNT8D2zWrZfMcbH3G1qOxTUZKci28GmKsUbVI3xGYYEoL40jcE/osJWBEMWqoxtcoq56wjsRZR1t4Dt57mzsnjnfNI77uP+bg3hl+Fbh5dIWvl6hEllLw0F6HIjlsYiNjVhybOdfknMP1AvNAMReCbTI01mCjIXaCzMAUwrjsuXN4j2MeclZNic4gvkHDCsg2LxqSaFLuaty0+g9VSQO28tLYvsDTNTlDN6gpDc3AOZlmDX0XCV2bBjwaoQ2BECK979PiUxhPJrRty2KxYnZ5xvJyzt/5q99hulclMLtmoyxlNHlHzmU5OVIGdb5saELJfhWp61EaJe1yH37sef/2AU9OL/Gh5+bxhF//3rtcnJ3xV773TabTETGmTG67aAihxbgyGb1cDL7RPrAmG9c8AkYMgVSPWLqSwllc01GUJVrUPL1scc5giTiThlKKhqRiFkkHlWwUGhCS7KN1jj54Qug5v7xkPl8gMeKz/F6RExob4/c6r3yKb41d0kxIYjDpcxubPD5DGudSlCVN29K0DYv5grre4+jGG0iemRej0q7XOONyv77LnuM2/NaomcZI48jDeo6tD/HRUhWSJfKUmJOJURXrSib7+1w8ucvy7BGLq3OuvfW1Tf1vjCFNIvGRpu+JmpovNNdhy/DmgIaALVNDyi7XPhyKyRuVzWSF1GJlNs0dydjmWGbD+YUNv6cBhooFRJLx05DouRg3/fiave7wZZQvqEdwmyaQL8Y2deglbO3nsF2+BLZDVDAkDBs0dhsaw5gxYTnHXj/AW0M1MdjD5EBEAtqmCMRSMhlNuXj0E5Z3L1m8P+fWL73Liel4Sx5x+PgK/weBfh4Jb7QcffCA7qDkSRwxkkmqqjJCYTyjMOeoXHLkr7BnEb0n8FRhnWQscWlgfNfDvBViFGRPOBldcKN6yieT9wjjCrVmW1utIdMEYQfbRGWpGERjGmEZc/vvS2L7QnoBSTqc6lLobK1JYUau/1troO+TTGPqBhKsdXnqqGE0GjMalTx89IAnjx+xupjxm3/tFzk5nEDmci8vrrh+s2FixyiZO8499L7vISYBlKfzwGG5xsgRFAbVntCtUXVYUb717jV++JOP+MmnD/m3v/unvHFzyp1r+zhrWDdrNHh8s6BZzqjKEaoW9WGTHCD3TrtcLJ8ebhJrNrbEFCnbLib3s1eOq5BqEyX3pEuOQ4ykaazOCkWRZCFFoLDgY9KhaNYrXFHStT1JZjLRLTFmHzcqqUn29V6butNc8qIh6RjUWJwrNmVhzqTaw6pOLbtt33F1NaMoR1x7412MK5LOQYx0XUPXtMRCubi8oixL6rJIU3ozv6sasr6tw+QprZW0qK0JCl1Is2W9D8S+Y6+y1IVlMt3Hr+dcNTOInquzx3Tvfp2yGuE10nvPuk8joEBQ3+ccZxqDlIxvxsVIOmfTk8gebJbhjKkrcRhxsxH2HgzpDoe7TbDs/DnQKKS1lJKqHt8pZxczqrJIpZJ9xDiXtU2+LGyzHEsIX4Atn8M2ZGznL4ltRV1WqZnHGJA1qkvEOIytMSYg0VOZDq1rQh3pRtBH8Cix7dnzjjpYJuMJfmS4uriCqKxmD5j0NcecEj8OrH4YWcx7+rliqp796jH7ckytJ6gcogYK45mEFQeyoF6t4YnCA8U/iqz6SDcBrZWuhBXCRYRiqdy6B6ObLSc3zxlVLc24TuFtt3OobniFAdscxqjP2EbOLq5eCdsX0Av5fzEwxCXGpOSZ5HAstRD24KGqKrqePJitpCzHHB7us27mnD59wtmTp/zdX/0ud24cEELEx8Dp+TnRR64urwghUlUVrkheaIhJ5aguU9vooyv44Jaj0A5sjdChocevelx9yNG05t033+R/909/jw/vPuHrt6d431MWFeTpxe3ynNiv6YkE36WES0hhpkYoCscwARmFrg1QpK64GGNy/lXBB4oi9ZxbTPo3kjwmyeHd0IUUYpKvy5pprDDUizX1fM5oNKFtVjgDMXYUtExLQ5+z78kYvN44NPX5DXxkolB80M2kByVtSqlK6vEIEUPsetqmxbmKG2++jyurdBhHpes71quUrW17TxsazLLFGmFvOmIyrnPNbDK2g2EyAmMXsSPLYpm4+xgD66bBxcC0TIlVBKYH1zgbH2G6JzTLKy5OH3Ny+218VPoQ8UNbNts8M/n3aUyJIiPbypnNa6NHJHcZMrTrpl8SGBIimjwcZGNT2bxTeqK738nSUAxNCmIkjxkKDLKAzrkvhV4Y1tgQIf1sbE3GFmKntE2Hc/VLYtthzTJjO0K1T5U+WcAIEusyriP20LEoO3yZuhjXpsWVgalxSedYa6ZH73K2XmDGZzSrK85PFzTXLHYEcRxRr+hEoZKk7U1MNqAMUAWstliJRGPQ0qHjHvYFWXrKDspSMYUyKWAUk6BVcBHdU3xtWcmYPhZIyPXYRsiy5jvY6qZyYYiMBzvxqtg+39MVkqer/aYe1eTvIalVL+aWUA2eqnAsTINzJdO9muPjI4TIfN7z5NFj/tYvfYuvvX2DEAI+eC6vZsyv5liJfPaT71OUFWU95fZb7+FjxOMZjysKl9pNVRwcvUPZXdCvzvHrSxZX56xax8Gb32NUjrh9ss8vvX+Nh08v+OzROR99+hm/+PW3CO2CbnVB9KucyGkT5ZDrFUOISWS9coDftPk2PlCGvHmNSZ03qnl+VFpcbkgWsanwY7MhZdivStTMtYllfn5B37SIc3Rdy3Q6ZtF3dIsriqqgFkn1kF9KBX0mnYzZ2Zgxq8cZnLOUpk6ZWGPwXc+qmdO1PTffeJ+ynhA1GW4fetp1k+7fWozJtFBI3OJi1dC0HVHBFWXemGxC+9h3VBaatqE0lpDrsXQI0bPxKuqawxtv0M4vCKHl8tF99k/u5CgkQt+ke8rtzX32NIbQPoYOO3C7kmpYRVLSBJO8Wu89hebMm5CFwIcOLdkY1M1WzPexpd7Ysb/JwFkZ9CfMZlUM/H5ZlV8CtjAsTBHzCtj6F2DrPoctGVtPVMnYOpACtIDSEqWnGkEjHWUhBAMcSMbWoA3ItKCYnXB4/A5tPUNp+emjJZ+dXOP9b6xwvsddetpryvrmhKf2JhfdBABXByR4bFjjpeCKQyajOQdvn+KKiL0VsR04iZTiqZ1CB3uXcKXK+jvw8OA2n+h7rK7GcAXqw3Ow3YY2fx5sX0AvaM5OSk4IyOaDJCXGZER6H1DfY8sCax37B4fs7e9hLSzmc548esRf+cb7/OLX3kzdSyiL1Yqrq3nW9nSIKt2qI/o5dz/+MbYs2B+PMv+UVOyNCL2M6cMZ68UacYLvEnecBsAGqqLkr3z7Hf7dH3/Kk/Wa/+H3PuJbb99IZUhW8GrR0FNVhqZpQZP+QNcHWh+pc3dU6LPWBCUaI33bJynL0qJGUrF/51OvUqox2XgXyUnOYhgAJnG6yd4oOId1aV5T9D5rFsPByTHVaJwSTj6kbr+YMvOv9cqfz0BWkoq5NjOd0gejmrouWfY9bbNmubzi8vyCg5M7VJP9pGUQNXfUrRMnatPIFEHS581Ui+QslpHUmTb0i0j2JnqfBgr6vsdoR3SpKcEP4tbWYkVQtUyv3eHiyUPC5RMWF2fMzp4yOboFWBCHDz1BA66wrLrUhGJMYhIhDs4q5PlpRjQJOqqgOfNc1jXOJc2R4FMH1pD4Sztid3vIBneGbTe0Bg9lY6TKASBHO7m9dhDvf93Xn8E2vAS2Vy+Bbfk5bIdk3IAtOYLICafS0ItHHXjTY4wSK0d1o8TXAbGpm8w2gi6FqdzhYv6AznbcvZjxx2cjwtG7nHzrPt16wcPOcqZHXMVbPOmmBBXGZUvsGsquJdiSKzlE8KzGluP3ZpR3lmj0BANt8BQjxarAheI75dHRAT/svs6D9g7xqYErIPqfgW2G9zVg+/yOtO3TxcSQLXmKvaIqpXFYm1o7o+8oJ2Pu3HmHg+NrLJZPeHJ6zkc/+ZhJ9Pzqd97LGVBl3TZcnF/hrGNcQuFsds/jpkoCH1MZWU6oDeU+q/kF0zjn4qKjKpXp/j5du0oD+IqCwjreuT3lr3/nNv/d7zT88Y/v8dHdx7x9MqE2sIye5fKKkZ2g8yeY/J4hKJg0rSCGtOgwJZBkFZerNdN1BeMKDUrXNKzWa4ZKT8lGdpOQS8dVpoEG6iH3ZbsiGWS7pWi6tgOEUVWlxSuKMdMcrb1eVncYWaIybBSfjIXCqCy4cbhPr7DyPVdXl5w+ecx47xrjvaOsQpVGeq/Xq1QhIDlrTzJmzpo0wkhTJ9bg3A7ew64AUwypf94Y0K5DoidIReGSVoKxaYqBj0ox3uPozQ9YLy6ha3ly72PeqA9ofJpHJ7ZEVJMAi7Ep2WGS1rNAngeWw0QBJ2kDiIDvfSq1Ihn7mCcvhDyGfODqNzMwhpKIjdv7TM/bxjobiRtN4U3Yz9DH//qN7p/FNh8EKozKkhuHexlbz9XVFadPnj4HWwWxpAGUu9iaz2Gb7YRKpo8cFEI0nt4GzFigaLFFR6hqitohpcOoxfYGvxYKO+Vo/QEPH15wFaf87j3Pqv6A2p+A9Vw5Q6MFbahZGkcUZd+scXaJwRNMzaUKayznssd5seawWFKZDiee0irXj/cYlY7l1Zy7F2P+cHmHH8evsTibIo9BZxHo2HS/7LAL2x3458f2xYm09LgTL5Zr/WwmlDXPpvchoL2nribcefsvIay4uLzLH//R91mdnvG3fuUbpEF5nnXf8vTJKUaE0gactcQQk/pX7QgasUUFkjrgYj5JUyJGWS7XmFHER6FZWoJpGE+nlIVSVqllVxD+/m98nd/707vcO+34p//y9/mv/95fZn11SikBUwnSrhkVltaEVJHgLGUu74qaTrAgI8QU9L3HLzwnJ/spwRciXdfhO58px2xoB4CGEHU4GjfkA0lY2qaIIGoqVUreQppy4LLEnWSvSTbZ1Nd5pZOaXF4FqbQPVZwxWCM0XcfZ6RMeP3jIaHzE3vG1jVZujJHVepl5QIvYIqn3ZyrEWpujoHTPZrNwt7qjwxVjIPZt9ioiGjyxhyA1F8sWlZppnflUY9i7dovR0W3mjz/l6vQJmB9wcPvrrFJaAa+kw9OmOWnprVKzDGKzh5K8wEK6lKGOCaZCUjLE5o8XQ9x4dsOB8UwlyebLAe/PHY6aWoCHttzdDelcSjS//uuLsI0Z2yRQk7B9yuMHj34ObN0mMttim728VBOZnnMhRBeJpoOxoah6Stb0todqxNwFpK6YFgXiQaJhz9/iYnWL+ZOWy1nHadNydPs7rHxEXURNpHSp3dfaORO5wjGj0xYvFVdaoeyjxlARKPDY2GMlMCoc1+w+tXXM7RV3dcWPugMuT/fhM4HHIKtAkndkh0r43Nc/E9uhrBScS5HZz7peLO2I5AL0gEqWw8v1pxoVayxd3+L7LgmmGMPl1Yzf/u3f4/TuA/7er/0ihTW0XTK6jx49oluvmUxGjDLvETXNRjNVQWlcAg3JNYLb8FpVmS08sVaMha4VZqsAzOg/+wEnb32Ncv8m1hhunuzxD/7au/wf/u9/yO/94FOmBfytb+5TxAXq19QuVSoURYnkhNfA9SmCLStWOsbnjPioLCjKOvVVi9J2PT6EzRiiTUebbPfooMyWMQIgYHBVhbGpE05EUGsoXTYIudTIe5+84Dho8L6+SzcfSDYLKk1kTsan6XvuP3rIg8/uUVZ7HJzczKFT7kRrGtqmS9GHK7J3kw53m6eIpIaA3Q7GvKZkEAPJQxqjR3xDlCLJeGpEYkffKV0reUCnYVpZRBVX1py89QGXTx5ipWF9+ZR1cJTHbyJFScycrlWfONwsV7hz58nLRbExtaZbm8qpiqrYzrtSzdn7kJ+V2f4K2f6uwYX/orI+I1BVZfLWM9bDP1VJtMbrvr4Y2/BzYGt2sJXPYSs72GbHAUiDOVO9cnQkUXHbEGtHJQ3TOEPjguALYg/GTCmrEZM9SxMdizDi5M7XuPzxA7gIzD66YCb3Ka+9idwc448s9sSwX805lDm1zqn0giuBjikLJqwYE/qCYumxHlwhmMJQaM3pcg/bl5wv5zy6OGf50RJ9IPBA4QnQr0kTJPg5sB06Hl+M7Yub+nMmXtQTNPtsRgheqUheUecDofMYU3B+dp/f+lf/PZ/95FP+/q9/j1FdpEF4IfLk6VNC2zMZlUzGWaU+CvV4hC0yJ2jSBM+ouiGmh4myIQRWLayjw8oClZouWmatR+ePqQso6xpTHgDKb/zyB/zWb/+IzxR+90cPaC4+49e+ecj1qaUsDG1MwtYhZ7mNcYBgXUGjNb231NM9ilHFeOSoRqPUrRQ8fR9y/eMQaeomLBlOvNRWPJQcpUVvXMl0MsI5h3PFDqApBEx5b016AAJi7WuPQoc4ZfDeAEIMhJjk+D579JBPPvkpxtac3HozJWRCMl5t17BerRKPVxY4Z1NllKZQK+nSkjdmOozMUB0wlAUMuGKIJhLbObY4Ro2B0KUNTmDdBRZY6rpiUtmNRzE9uMa1N97j/P5Padqe5tGn2MWS0ckdxsfXwQhGyfW+eRKCDLy7wRnF+nUqWStLqrJAxWDK1ParsDW4so1Usi+4U/9rNkY4fc+weaHopnxy4wUxnMjJzH2hB/WlYRsxkVfE1mVsFWvTtJgttiZjyw62AHmmYiHESom6xI0PqaRjHOc4VSxC2zVUVJzUe1yvDAsZc9/eods75tree5z/8GOaj1uahz/B7p0z+s67jP/SLVBHd6tGgYkuiTpjJRNWUrLUQ/yyxDxs0SdK0ZdUdRK6MXUF+xXeOJpLR3/fwD0Dp4JcKrpegV6htAhxB8dXwVZeCtsXVy9suqmSUUkhheAzb2SNTS2CfUOMyr/77X/OD/7wT/gHv/5dDvfH+L4nhMDj86dcXs4oCsPeNM00ShqyZRL8dS612dok7q2ahcZjJIpmUWWL71vOuhH71YxZ62lDyhR6H3l6Pmf/1gxb7YPA4f6U//of/zX+N/+nf869szP+7WnDo/Mr/qu/+QGH0woTLaqLzUldViXOORotma9rpCipD44geFxZUlZ1KhRvW2JQrk9r0GSsfEgE+rBIQVIrbDYAaPqaoqZwBVZMHvKZjLLme04anmlhDh6Xfd26qzkRkL5M7x9jpOsDmMi9+/eJwXLrnfcwdmhXVtquYzGfp3VXpMkXiqIxJilMY/Ihk9aIs2aTdBiGGu5uTlVNHT+xx0mgzWOgogacWMrSEfolvh/RRkeVwwZXFNx8/1ssFwuu7n+aBqTOn6B4pkdHqHGYyOZQBMU4k9aZRiQ0mNjhnKEqHZAqcCpnMGJoQ0gSlAqumIK1OQKKebzSYMyzdJ5mNz+Lew/OsJOYpyvsbsAdz+lLyKM9H1v/itiSsbWfw9ZsorRnsU33lwyVSVxa2+N8ZF1NqeycQhtGQqrf7hdIb5BYUpgyPTNTcvP2t1jaOVdPPyFcLoizNeoc07euoccF8bBg7iZUMiGyYmX3Wdgj+nmFPG4wD3vcmaHyKSqNRKoDi1ka2hjozz08VtzlFNYWjS1artFoQB2qxQ62GcznYrv972WwfYG0Izn02OpD6obPTRuosI4ItN2Ke3d/yu/9hz/gN//Kd7h57YDQJyGV89k5Tx49oiodB3s1xhqadY91FeV4TAxJBlGMwxVVOn1jQELmo2TwigOqjsum4KQqGJeBtkvhZFUVPLj0XF80HO91qZXYKt/7xhv8F3/7u/xv/y930WqPRwtogiXaNM0Yn5JIxhpGkzE+wvmsJNqKg+MjylFFu/RZccrg+zXr1RoRl8rZxGOJSN6IIcY8FDAtRg/EkPLnqqDFKIkwu0wtEBF12RMbpivYLKvJZiLC67yGfvLEb2ajHwNX6xZ//pRm1XH77a9hi1Qgj0b60DGbz/Ah4MpUS41A9IliKVyqMiGmCdJp+kY+zgZ+O6+cdJZL9uwjVqHUlrWpkth3lo9U8tTf5hI/qSlLu1mX5WjE7fd/gfPzU2y7wkiatGENBLKIT24PBnDOZn3chiKmLsLRuMIWyVOPPmRxmySWE3zAiFIU6f2itagmTdZBr35zgGTOdJhLpkTQgHOyMXypRnZ4PckwfQlW9/nYnr4ithErJmNrE088qPF9IbaDMxjRzqDLiL1UitOOy5NDWifUsmAsiuKRYHGNIJM9tNyniyUahHI05vY3vs35D86wizT0taglzSpsFH+pnE0OWMU3CYyYm338+gB5uqY463Frw4gKGy1q2Bziw74MMWAsFFVEG0PsLaoVUUeo9DnxuDu3MW6e6c/GlpfG9iUEbwxgcz2nMBR9p9Pe5m4joevW/Mn/+1/w69/9Ju+8cZ0QAlEj82bFvXsPMGLY3xtR5PlnRWGoRhNMXSEU2MJRlHXi0lRw6vDSE9VuFk7QlLhrvbIa71OE+9QySVwSacrFJ6ctB9cabD1GYqQqhN/4la/xr3/3HR5eRQqjjOuKGC19M6dr1/i+RaoRxWiP08tAwHDt+iH7RweILYi+xFpLs5oxspHOR2JZspxeTwZHIvg2cYTeY2JHHQNWIiYbYzTSqOFsPEreXIg5XLNbWiKDaDBEiXkT6Wv3iCQbNFFNobhJFEvTey7P5tx+832KerRJwIQYmM9n+K7HuiLXZKbkipikweGKlFyxFEm03JpN5tyIwWfOcNDhVZVnRs+70OBcRd8bBIsMs75E8M0S3y6JxXS7wAUmB4fceONtrh78dFvPLmCItN7jg8f7NGp7NLIY9RCTGEk9HlPWJdZI1hNIh2TX+eRkxICIMirSBAo0jaFJnW6Sxhxpbl4hVwzotnXd4Cmcbqgxjbqt59yloV7z9fqxtRlbgyUL0lv3HGwjqp7QKLIUuAT3uMGYioUb01WObgwqAcXimiW0BbaY0oUS9QLGMjk54sbX3+Fq+XGKFEuBKJg1tKeBZglXxRG+s4xChb0I2CcdcinUcUSpaapM0JA0VILStR4tBCUghTIaRWwPaCBqIERP6mJM6mxRJWNrspPAz8A2tbanNvEXY/uCRJrkDW8ynzb0ZAxF/pnbsQ4flF/99rvcuHVno2y0alo++/QziMrx8YRRXYGm7q1yNMK5GuMKjC2wrqCsanrfE6Mh+i7PGUq1gZJb64xNM+tn/ZjDuqBc9fRdg6qhcobT0wWPzpa88caU4FsuLhZcLea8/8ZtPn3wA2xVYFP7DF3Tsl4tWK8bXH3CSsf0oWNU9eyPBfySri/p2oY4HdEsZqiJqZ/LOExRJQrAGsxoTAjJuxpoA42e2PVI9IjvidFjXYEheQupT50MbuYJY0xyl8aiJEGS117Omb0gSI6KMZKSgsZy4833qcejRBto4jYXiwVt02Gco6jrLD+ZloYrHYU12FzSZ3P1g7U2e1LZ65JtxjvG1MkjMat9KWgM1EWkS4N26ENENWBNwn99dcZkXGFMQQiRrklqTvVoxDlC26ypqilGEifus1pWmvEVKYzF+p4uKhQF6gq6CC4Ggu9zVB5pO88w807YKYsyqRbcOcmObeKnE5+f+P0Qtu3EqQIm7yIZeH1NCSrdUhGv/XohtuOfA9u0/xO2JlXefCG2icoQ0yN9wCwKtAItMrZiCLWlHUfiyBHtPudi8FfKYV2jrRDbQLdu6XxDfTThfM/SrtZUZeKQ4xp8E+nwdCZCMBQK9tLTPVVoC1RLuiW4LhLEIxWoj7Qh6XdjFDGaNLMdiBWsSqooiVsv989iK8/BlpxwfDG2L+B0U/Zno7+qESQpYyVJvHRyO+vofWBSF5BVpPqu57O7d/Fdz+H+mL3JCOtS0XvpKlw1whUVZTWmKMukN+AcRXB0bU/AkhoXIlFSPafJp2+M0IYSU1rirAFxhGiwziBEfvzj+/hmxdu39+maJf/ud/+U3/lwhhjHP/m169w8LtF2jW9b+s6z7gJhPOXyrCW0DfuH4FcLruaP8XZEtDWECUagWTdEH9AiCa2bzLv6yFak2qVspisLpB4B2auLSqmKdUU2uOnfSybft4FaOkHToafsBC+v5RoSlENkaAZDgGJcmTPg6QRfr5asV6ukil9VuCKVVcUY01y5XEfrctg5/F5jBBNTkibEpLC/WVZoTpQOXFj6nlOPGkvwSW1OcuuuIPh2zcWTJ4wOjjFFRdOuObv/Ke2TT7B+iR8dMX3jG5C1QWIIWf+1pxJF+jSSJqpgbEHXB3zfYwlYCVRlkTAEeu/TJA8ztM/CUPqXOyXy9hgEvVNHa+EUJGaxHUAzFzokWDY1hbnF9EtIpL0+bC2FtRlbu62+yIntZ7Hd1jQmbHs0drAqwKbKB2d71FpCCTIBGUVkJIRxyVWItP0ltTGYrqRpWs4ef0p78VPsaIWfHDF975tpn6+U2EZiF4mdp1JFfEt/2RDXgqGk6yN+1mFjwFZKZQq8B1zGFsUVEaMWGQq1Bx3QDR+ek70ieWhtMqavA9sXerqSjWtSQQ6oTQrsIqmfXWw2uiENiAsh4L3yyb17XF1esTcdsbc3oihGqCZBY3EFdT2mqsfsH53w5tf/cnLpfSCEnsvTz2iWS9rFnLZr6bser4GiSp5lMAbvO+z4AKPztLGqERKgjUnc5oc/WXJQ3OKtk33+53/nA27tfYz4greuVTgCzfKKrm1YrTtaRoyqE+LFA7r1OX7vgPliybzPtaGlpfAruuaS1fySGAK2miKDx4BuVKRs9v5FdEfLlWRoUSRmXPIPfPAJNOM2z3uYxDCU57zuVuC0xmTD0++GSUMiUGOkaVbMZim5UuRNOST1iuzRulz6VjjL/nTMdFThczZcVVk2HW3bJ341JxsNqZV0k0TM5Vk2Ju7c98koO5unymLREFjMLml9YHrtDvX+EUem4lwhjudU+7ex42kW5gn0wRO9R0PHpE4lYmvv8WIpNYKPhH6NzZtObEGIFt9H2t6jmqbopgeT/oy5dViyN7jJoQx609nbs9Zmb3JIrGylALcYyJdEL7wubM0OtsUOtkMlCiyblrZtd7DNQk2hx5gOiRW6qJKQUAy4cYWnJe6B2zdIK9A7tO2Zn81ojDKd3KY+OOHo/YrzDmI9oxrdxk72CR7aladfBOIsoIueiROcV9ZXAe8tpY0QImHVYJ3muv2CECxeA23sUVHK2qbC7qwXsalEMoneMrnaZXiQuUHtOdhGNs7SC7B9ieqFZHRVTKqpHL5PKusiZzb7LoHa954HT045fXLGdDLm+HgCCNYWRDHYoqQoa6pqxGgy5dY732Fy9GZu9U2L9/j214m+p1tf0q1nNIsLmuWcZjljvZjTLpZ0fQFFy8R1dGLoe6V0IyaFxRVTur7nD378hG+/3TEdl/zVb97i6eWSpu8p/Jy+bVg3LYt1iw81q6uHxO6C+XxBV4wY7ZW4akQIkeV8xtnyESyvUAMqFRp9WrCF4XhqWa4DbT8U3ksW7PFAqv2NmiiDpJa3ba82Q5JyqG4YiHshi5dbXrPNZVMApTEvMtmE1ylfkJSlLi8v0aiUoxpb5HHWklod0yRYyZvSUdcl1w8m7I1yu2j2rvqQOPCm96zanrYPWSDEE3J0ELLugTVCoYYWyyCGaSQ1ETib6kVjt2R58ZTR/gnGFey98Q3KZk0MHYqnjTa17vo+cfXRI2pYdj1NH/C+xZqQJAFteu4x2jRnrTOs2iz1mZ2ebehoMeI2a3TTXTgwcKJb46tpw5qsaTs83yEvs9lbX0Yi7Wdiq6+Irf0CbCski7cnbMd0PnwOW6HvHSEGiC0hCn7hsD0UY0OrDmkj0oHZU7S3uIlmbNcsF6eMRseYumLvg1+gvLEirjp0HWlbi59H4rnHP2mRRYuUwrLpaNZNilwmFRgorEK0xM6wWHQowspGGCtSZyNqAatgDUYrNDoGKjVhnAjVbQgqL8A2e/yyjeC+6Hphna5m70uCbLJySmoEGOrznHM065ToOjt9yoP7D6jKksOjCbaoMJJqb60tKcuash4xHk+5/sYHHNx4L+naAmqG08OhtsSVY8YHbwCa+NHQ07cLVrOn9Msr4vrx/4e4P3u2LLvOe7Hf7Fa3u9NmW1VAoREgkBQkXTIo8/pafHDYjvCD9eB3v/kf8P/kFzvCEfaVLUuOq4bSFcFGAkQQhbba7E6/29XNzg9z7n2yQCKrwJt1tSIqKk9WVp591lhrzDG+8Y3vo918yO31GhcCQhQIA/Omoet61uuRv/zZJZMCnjx5xHQ+RW2vGW9epSq37xh9TG6iKpG8dbNgfnLG0bRisxtTJdu3XK8u8WNPWRuijsjJDKM1j44Kzk9OeHW94nK5xRQFUqeHXdoUoJgHQkmBfg9HuDxES5tPInqkMOlFyQaPMSv8v3Vbl9eehwQ1pockhOTKPI6W5WpJcJ6yqtFVlXb5Sc+Afq0S2q9fn85Twt2b9Ik8TDBSUZvIvCoI01TB+gA2BAYb6AbHuh2w1iWIKijWbYGLLtmDE8CkBK9iwDmP3S1x40A9PabQGlVoxsEx+KR4lwSVLMGPiBjoXIYypETJQCHCgSOdOKqSwQl6G3A+YZZa1YRYAmmzTVZTtJaMuxUxDCkPS4mQMWO8IVXM3Len6aHeS+TcDw3Z81rlb34x/+vHVv8tsc3JKIocW0Ft1GuxBR80NhQMVtMNmnWbkrB1ksmoWI8GFz3BOcwYwGtUlCgVcKPD9kucHqmbeZIZKA3j6BiCwHce3wbc2hE2A2LY0YUxb9MNKDFQCJdjKxMdzmqGraMfAq7wKC/ReYaClcigkPUUTZlje9/hJ9eX+0NUvHZfPx/b/SG8jy2HXZq/7XozZSyNQRGZP5q+zqM0IfFZR1ZrddhVv3r5AqUUZ2dTECFttEQB2qCLirKeUpQlJ4/e5+y930GqezWeX9/82GNIMUIUCmUkylRU07PUkrqW6+c/oNv8hGBh+u7XefiP//d06zW75QXLqwtevXjB7e2Sj//sr4je8+6R57zoGPuBvnN4D7qusTHS+UC1OOHB8YxvvPuAz56/4OLVBe3qkna7o5AS56FXBVVRMikFx/MZ1ek3CTc/xQ43lGWVBY9TdEROQsFnecHsLCAQWDdmXFDifUALh4o6c3VT8k2J4e2+nPvmZ6/VnPKRPMggrrYr7GgxRYkskp6BVrn6FKBlEpBPEp6axbTmZJq2Ee8fTPG57wcRJZL9UIxQRMmkEMSm5MGiwYfI4ALLIXLX7+h3AaIiKkFdCUqVGACxHwkB7LDjZr3EFAVVPSVGgQ2a0UWcd0luNIRkEa7BuwjBM21KyskUXTbYdkv0jtEVtJ3BWg2yATNFeEVdK4QCaRRNXVHJnuvtANEjVSCK7IvHHgNMM4WQO5cDfYu0vZlfz1wVfTUbab85tuG3jK16Q2zj577ffWzT+msRNZOiIjYVDxYGHyoGZ1h6zd0rQd+3kKcYdSUoJUQZicNAGCJ23HHT32EKQ1VNiKPAbg3jNuJaj29dHqpHtE70PsLItNGUkxpdTrDtjug9o7W024CVEWqZ3H47T12DGCRyrGkKRSUd19sRYsjmBfsZy37TVGa8WvyG2MZfi+1vjtGXGKQB+7MwD2CTfU2eqovsoJobQiEiJ0cTCqORymBDzFqbMjEUqoqzx9/gwde/nzm59w/e3rX186X5fqNo//v3WIrSFeLs29gPPyRImJ6/z8m7309PWwi4fkW3vGC3uuCTX3zAf/nBD5g0I4x3ONvjnEcIRTc4Vu0tThjqPEyoF494EhWMa+6GkkpHhtExCoOeHqGV5KgpaGbnSF1SVhNCSIphaWEg+XXJ/WRXgLdgrU3i7NGjlc7K/g6t0oMuVGKGSPZ6A6TV47d47YcEezXvfYvkMx9xGCxaG0ydNn+ScErI7IQMKagkE3g8qXmwmFAoya+nkJgx7Xt45FAiHH6131xDQ20URgcmhWLsk01OUxX8zvsnaBkZbWDXWzbtyHrT0rUd7a7j5uoSH0AcPcH5mOEFDzGgVUyiOs6hVUArTVGWTKdTdkqzWrX0Q4ELBYgZQk4RVUlxFFFTBbZAiymzSlPEJTfxDutblNrzjdO2Wzz8dCIPkzO+GdOf2/OFs94cn6t832ps8/uxh0Fyu+yj/y1iq94Q2/gFsT1wJ/IquAKtqE2B8ZKJkoyjRnSBxmh+5+gUXcIYPTtl2YiBtd3R0dIuW266K/wIoniMayNu5wm9hTCiVRqUptgmHZeiNEynDTslWa229IPPtEGFCBIRAoULKKvAJe72rHIU0XITR6wfUYrXYgvxYFuafvD/qbH9wrf5njaWAHoRsu2xEK/d9BRYawMPzo6wIe1UuQBCKspygtSaoiiZHT/iwXu/iymqz32w14cMMeaKkMheUjLmsWtqtfdtWkBHT1Ql45AcCNg/cEqjmxOm5YzZk+9y+o0/oJ6dcvvjf5FOSiTSaIR0fHTV4oXm4dkCrRWDdVRVgzp/zG67xg4jVdNzd7dm1HOqqqTWEjs6oqlxXoAbUzVBWvRQek8+9yAym8FkLQURKUQBQqGIyYNuP5AJAmQEmVRYgicrGb3FK74OKe4pP5LofToklMSUVR7kZdZKHuylQVLqbo6mDQ+OJhRa/o2H7LDUEe9fRvaQ9f4/5VR16LoFFEpw0gg2Gw8EmqJgXilKnXji5/Oa0Ue68ZjOetbbjo8+eclmN+CUxMUkwXl4brxjGDtCiFQmq2/FSFMqlCwZnWQMNUFMCUwJdUSfR8onEjmRyKGiHEqMqxC7iFZTBrdCyGzjEpOGRKark2C0NNkPmX7kYzZ/JFVQIVfgXwV7IbGNZMaX8wq/UMS9pq5KjrUyc3gPzIbPxVb/Wmz3D4v4ErFNf26fhg4+i0JQSMmJkWyWCTdvSs2815RREkTkXFWMzZSuPKLznnXb8tFnL9kMPW7UuHbE94EYbBrk+4Fh3L4W26Td0ZQCJQ2jqxjDSBAhLSi5AT0ISqmRNiKLSGkGjIqIMKBV6rb2G4QxZnqYuIcPlIr/k2P7xqSb3E7zcAgBKIg+7annEzXEdJpqKRlGx6SqGbfpIQ8yUpu04WLKiqqacPLwa5iyTn9/ngbvr30Fe3h+4n6VMz1IPjhisKnyCxvwkX51ibUjuqzQ9eze5SI4kDrBFwJMUfOtf/RP+Yuf/Cu2ziB0iSkCwkiccJTNlLpukqFhhGgdZT2nmhyzHiSrbcB6w20/EM0GrxRNdUREoIJnbHdoLQ8T+VSJK0TU+XT0+BiT5nDUOOdSaxrCoaMIMaIzW0EgPrem+TavNBwQSec3pldESkm06TOVdXOIu8jVr1HJtHGP5U6qgrN5Q5E3616PGbxe0+7jR14cuL/S72WLnZx8XUw6uAqwwSHJ9ylXUEJAqQS6Uixqw4NZybTUfPDJJZddwtP2hJsgwXc74rimrKYYXSIyvqmUYqIVw6ixdoKUx7imwC5aqnc96h2FmBrcrUdbkJtAHAt8KIlRERnzfROIuFfziod3TapkShnzUgHEg0BMYvuL1+7Sf43Yxhxbfi22+jfENh4S6m+O7evV7muFUu5OXUguNsol7WJZScTWJTFzEhRXSokWmoUxPJiWTJ9qPvjoissVxD4ivSNKS5Ae322I422ObZWgnTCilGCiDcM4Ym3STXbOY2NHpUGJEoHC2S1a1olNEwZ8GInRkZbwRY5t/lkPTCSRJULDwTXmt43tF1LG4n5qt1+QCKnchj1fLWb0QdKPA8eLGbIbIAbKokl0FK0py5LJ4pjN7TNCCMyOH6KLmv222+e+6x7WiPGQwNKXIXEN2xfEmx8iJk9o17d0XnGxU9gf/Rmb5YqTd7+NkoJycoIyhnJ2Agi61TXdasVqvWFnJapaUPuR987Al3OUTmItNga6tmNRljSVZtIYBiZ4U3BkPdNJhZGBopL4YU0YA91mRVmmzbXoU+KP3mcXUQlRYURKCqOzWb1KoAqN9yScMONEKuvICiHeiA39na9DYkzlSYSDDGBqyXXCRGOy8tFZSUlJkYcrqRKqTB6Afm4k//pDF+/P0PuQskeKYkxrmTJrwIYIo4d2cPjg0EpQmvsqf0/VkSJp4e7Fuh+fTLnZjlx8skRFR1QQlUT4tAIqJZRFgm9i3JdkUGhFXSg0GoSDqUedW9y5RT3xFM2ILxuEBVEJwkZifRJlEvT3z22GkRL5I+YKMGGDEpHtlu7XgPf/31fiCvJbx1b9WmzNF8SW+6//Rmz3QkAixzYfgJBjG2iHHu97tBopdYC4SoVcFMRQIIVBo4k2WTs9Lqbc1CMXz5coNxKVJaqA8I4QB6QMlIU8sIKSd5nPsRVoenA7cMnWx1mLkAUyqCzLukCgCXHEun7vO5lx69S+7K280hmSOwMlkKiDlVZkz2r54th+sRtwXvE7DAFe+1rIpDWgSUT/wY4omYwcta4py4aqnmCKkuOzpzz55u8Tguf21S94+fOPmBw9ZvHg6yn5ZuBzf47GA7Qg0wZY8Fy9+ozz8we4i5+AmXP5oz/h4tkzdlbx458/5+ryjg/+6ocURYE2JXU9wZQF3/mDf8p7v/NPuHn2C3ara0IImKIA69BagxuQda5OlUIJxdXlMyoDYdzRTGq8qZkdmaSo3/coo1itW7R6xbSe09sdsi7TumfGv6NMNz9k9kHY4zEhZIPEJFsplUlnl1IoXaAyBk5M1LPAW345X9uYicTP6RX7zDeOwSU33ozzyf26r1JIJdn2I4WWVIVJUp/E14bxrw1axD32d3983r+wSiRLzqs+7eR5HxiGARkdBosdJM+uN5zOGwqTOJJFniHsUZcYI7tuwNsBN/aIYCm1JERNqGoKodBGH9rnEB3OegqlUMqgzASMwDzw2Ece8RQeHK2Yyo6rd76O61LCcLXHSYkRWWg+JrZCinH+Wfc/NEmqc89XjnEPyYlfS2Rv+fqNsQ344H8ttvxabPVvGVvxWmzvIYV9u6NEWpG+6tP/lWLbIeMOwzbHds3pXFMYSaSkkCWRAiVLCCUxanbLHj9sccMWEVpKndw8QlVRCNBGpWGXhBBHnB0oVIlSMfOwO4y2WN8Shc/dr0AVBQ7N6BTOWpwbMJU4iL/vK/gU25ybPsdAybkwkmGc+KVi+wXshfyXxPvp3F5HIGa8Ju3PJ5fgsUsVnpIqK2kpBJLJZMH5e7+HKSfECA/e+z5De8v64mOe/ew/MDt+zOL8a6hyCq8rauWAJ6EbRxg39DdbVq+eI4/e5fKTn7K1kk9Xgrqq8GikVkRVYb2gX7e4sOH6X/73fPCffoAerwlIhqDpR0syazGIZkZVpvZEyKQZMNiBYXOJs2tm04aw6XBK4TGMfaIlBRe5vrlhU+y4WW95PJ9jsjsBJFNNKSXWh8MuvBIib/MloW/I7BKtUUajM5tDcOhn8lDt7V3i9Tb/tYdEiCSfqZXGC1AICq2SDGWudid1xYPFhNF5rjcdkp55UzKtzMH1N/1tv/4cpV/LPRsFaPuBpippbeR65zmpJC9uO/phJAbL+voZw6bhxStNXZVpUGI0dVlhjObdh0eczCqsD9xtLd0Q8cGgUIBGqTKtrYsxaUGzXzYRtH1iwthYEfWEch5QZ5HioaZ8EDgq7pirgW1oaVWPriR94fC1wAwzYhwgWqLwJClAD8IjYnJAiTEkKGO/yQYJS5f3GsNfBaT7m2Mr/pbY6l+LbcmDxey3iG0WLcrdcIptOhDbfqSpKlobuN5ZTirNi9sd/bAjhh3r618ybBQvXjnqKubYNtTlDGMmvPvwASezBdZr7rZLumGDDz2KARhRKqTaUkSiSBixlIoYHW2/QxmFjYGoAmUlUSI9O1IqIo6k3+Nou4AWNX0/4qPFsNeVILOIxL70TWwTsa/o/7bYpi7si2L7BXY9ewgh6Q1IYgbLE64bYjzI+gkhcc7Ba7JvWmuquuHxN/4x9eT4cyd+NT2lbE4YuyXriw959Ys/o5qesXj8TXQ5YW/XLQ5wg+TR134H195waSdc/uWfM6wDd32JaRr+29//X1HVNcFbNrdXXD77jN2uR5IE1G2/gf6G5xd33N7tCEJSVCWuUEwmM3RhcmpLK2OD9+jS8Qe/+/eYzI7Ydi3Xy56Pn9/gH5/RjZabuzXtekM7tGijEkdXykNp571HCElpFN77XElG9i//Xlgk5PsSnCdKm61vUtQSZezte6Ttfd3iwUU3PUjeO4yoEmdZ7UnyacW3Kg0PFhOmZQElNKVh1Y7cbHrW3ci8LmhKg1HysMFz+IbE+2ELaQNo2w0gFC+2kUJANwSeXaxxQ4eJSZjGjRZUoPU+LZ0IyZINxMjt3ZLH5ycoKdh1AaiQSKQoiDFzpeUOvRcnyVN6YqAbGqSZMgaNrBv0tENXyYJdCcHKN7gIrdcM3QBjJBQRvwio9gQ5TIghiV5H0UMciLEjxh5wWXwn5vfofl5x7y0okOqryLpviq3HZB1cvV/x/Rux1VAWXxDbxF5Kcc3/FoIYJRFFCCLHduTFFgqh6QbPs4sr3LDCxC1ChBxbR+tTcaLEyJIdRMPt3YrH5w9QsmDX7YABSYcUqQATWKSwaJUwW3g9ti3SFIxhRMqIViLxj4VCyUjXdclQN0qGCJsYCC4J3ihZIoU6VO1xL+mYjWrh/kf+fGzDl47tFwzS7n+9B8VTe+xxeWKX5PNENvdLw7G6bhCqYjKf8863f5/J0SNAEKLPSTRXbsJTNkecvvd9xn7N3fOf8uonf8Lk/D2mZ+9QVPOMo9wLwJjJGb/7R/+M62/8itXdNYv5CbOTh1STxeEBC3bg45/8R370H/41q5sVIjjOTybY7RGnD04IUnF1uaaop0ShKaJEakmhFN5bYhQczQr+6I9+By9O+cWHP+M73/46T94pEKJg3Q786uKniKKjMApnJZUJbJY3nJw/ThZEMVJVVfJa2zfWMXGe9xrE951YutEh+KQhgTgMK2MG6b+6674lSiwyz16ubo+txwDaaM5nUyalObSUldYUM8W8TvfkZtuxasdcHWn0wQwtfu5f+282qSt8hL4fCd2GQZS4sUeFkXF7S2k0yhSITNgnJEzX55XW3bblo3aAckLbKWQosK4gxAapKlQjKY4MpgKcTE4sToCPRF0xxCneaMozg1oUFKeaTi1RQTCUDwmqx3UVuEg77ogyIE4j8sjAqkDsJjBaotsAu0ym90RsZgWQqVj3Vi73P3/kq4zq/oZ/PrZ7CdV9bMVviG2g0opiVr8W2z7HtmZaGfRB1i3/E1X+tQKhcmwjfd8Suh2DaHDjChU2jNsLSiOScYEUaekiHxBJ6Suy297xUdtCOaftAjL0WNcRYhquKuEoTMAoyf3gI7FsIiODH/ACykmN0pGiFHSbW7QIlLEh4FORQ6Rtd0nSAA5F0z5e0edDS8oDrrtnfHw+tq9h3l8Q2y9IutmOOApErsgIqQIOYr8qmRR4YvoxGEbHbDZHllMef+MfMjt775Bk91VrJBK9vYcSoqeenlJ++5/QrS/Z3b3g+Y//HUcP36c5fUpRLxLtJSv5a214+PS7PHzq86BAZ5wqOfiqcso3v//HHJ8+4id//u/57KMPaRbHOB15bArU5BpRXBB0hRc1aizS6qPSGKOJBL733acYpYlFw6gGbnvPdx4+pHR/zS9//hnThwazOOZm9yo7yTrGsGMR/KGrS4pL4rCXvteajcQ0AQ0RREi4WcbeEryQd7klh5bmbV57VsrhIGD/kKSqWoq9foRAaUVRGM4XE46mZWasxAOGJ4SgNppyoVi4wKodud503G7gdFYzrRKWiri3ddm/IpOqIER4Ovd81jp2qw1ltGgdmD1+yOOHJ9SFSS/v6Lhbt1xfr2G0hLwFpkyJlQXOOdqtxw8CWUnMicCdBaoTjZwIxJgsv2MfEaMgeoFsppw/fsTkQYGdB+LM0xdbWm5hdowTPWZIVVksAm5OHsAI5LGAlYY7DStFdCrDUwMx9iQRbHKBL3IxKPL2VDzE4W1fXy62KiUMrd8Q2/i3xNbm2A6czqZMq6R9jVBINKDYc50mlSFEwdO547O2Y7daUsYBrUdmj095/HBGXYCPln7scmw3MIZEvYw2x9bj3JZ2u8IPPVIGTKFxylMpkkqYkNwbjgpiGJGF5PzRQyZV0oWJwdK3R7TLayBg7UDbbnBD2vh0USCVRogkQnXvs5XSeGJXvAa5fi62mc972Eh5c2zfmHTLqsa2bQ7h3i+KQ4JVZNWdQErMUjEMI2dnBbNH77N48E2k1LzOrY0xMrZLvLWUs5NEPdPVoXSv5w+p5+dMT5+yfvUL7n78C6bHTzl65zuYapYfpvQQpR/SE/ftrNxPXANCGk7e+R5/cPwE8e//v/z1Bz/ij/7B+9y8esVsjFze9Xx0bammBdF7qqrMLb9GKsHx4ojJZIbYXfKPv/kNyjhQhjUzlty8+ITgnuDFhsW84vHDB/z0gw9YbsbDVBhS1UjYwwipyUu6qgoytUcpRQzpNUmJ2N/DCzmxvHXKWIC0WSjyZDnFRwqRPeHAGIMCjNGcLSaczmr2Jpqwb6vSL/aDvkJLTqcl89pwt+u5XHesWsmsKZiWSWd3jzjun2kpBKezmnnzDutdRwQqoymNxuh74ZZIZDg/5tPZhGfPr+naAR8kRd0gZUUzEQgxY3A1Yz1Sfk0jHwbkAwWTgBglohOEXUC0YPSEs8dPmWrDxd0LdFNwPjvHGINbd4SdZe0DbkxV9qAGmIAVkc4MTM4r1I0gliBlAXczoh+A7WHeQQSh4uHFhf1rcD9SfNvXl4tt8XeIreJ0qpjXJXc7y+V6YNVGZk3NtCyz5Ko6fK8U28jprGDePMixDVRGUpqk2pUOJkdkwnDu+XS25NnzG7p2xIdAUSevvWYiEaJg6BI1sywkUgRkyLCCFOz1PgQR05ScvfOQaaG5ePkcXRnOz04xxRGu2xLCyNrtcEaigmQYRiBiQ6QbRiZ1mQqhyMGUc/8Opnvz67HNgudfMrZvTLrT+Zybdpcw3RAQIbeb0eNFUuIJIeJcGrRJKRntwGTxgPP3v58Tbrq5qdqV2GHDj/7d/52f/MVP+Gf/5/8Li/NHwB4X0RA9Qmrq2UPKyQnj7o67l7/kxY//HdXinKPH36KcnhBxKUEpQ3AW2/eM1kJGn/3Y0++WyGh5dDrlbqa4Xm64We+wzkNZcP54xvnxDB0cd+uezu5pvpogFLOn/4Bi9ZLlpz+mfvCUzd2SH/9yzdHRAmlKSgW4SLfecn58TNdfZ+0BkVx8tc64bm4/VKpgpdLZej0w2rQhRHp8DsTsRFZPXM+3vS4aIshMPBQxHiQpEQkCisFjtMZIwek8vZT3UMFrhXfk4GWXO0QAaqMpFhO62tGOjut1x1IOHE9L6kIn/if7RzP9bYVSnM4nh99JSSO8lqQFdaF5/9Eps6bh2ctbbm/XVGXJGCWL2YzKnNAaRXfcYt4F/W6kOhmZlCOjr/G2ILQadoLp/BRZaTRQlppejNRFBFHQbxXb55fEuWEia2wckZXBqZ5QBlxtoS6STCEQx0hsFaKtiVF9rjrKIGuiju2ryP1s5q1G9auIbXqXPh9bRbEo6GpoR7hejywlHE8n1EWRYxuJZLsbAoUKnM5NqkQJh/++T1ZSSOpC8v6jE2ZNzbOXN9zerqhKGOPIYiapjKHVlk5pjApo4ZHOZQw15Ao+vWfT4yOkFGjpKCtBHzpqlWRp+yDZ3twSG83EVFg3IrXB9V3aFHWWGAu8Dxlq2bMTeI1UwK/Flryv8OVi+8akO5sfc/3iRf7GCQMKEfAeJzzqwF4IycpDpKo2UqTJcbAHNkCqUB3eWiyKD375I975H/45f/x//D+h9D3MkJJM2qIRQlDNHvBocsy4W3Lz/Kd8+lf/hqOzd5k9eIeimtLt7vjpn/9r/tOf/ns+enFNWRa89/iIk5nBDRuOFwvKqiBuX+JMz7wRLLuB3/3WQ05Ozri8ugFpKPyWTW+xQeAcCFUy9iM3H39AVCX64X/DL/70z7newvvf+T6vXj1nPqupy4ZnH39Mu9sync8Y7UgzmR127dM2WYSYjC+dyxzemB45pTPbIeb+RMiM+eaKHfDh7QreJAGPwN4Ik/zt93v0wQdUpZiUmvN5Q5G5WfcpMn3tQkg+dzo9G3LfQucmsyk0TaGZVoZlO/Jy2SIRnM4qjib3AiqHoSF50PYaovIaQwchUsX16HjGvKn5ldFcXF4zOXmMMVOMnuJnjnguCKdrJucjT+SnnKiOnZmzrRe0sxmDm1Cd1CipaXeBqjmhlppbq6gLQ78zLD/dMVs0uCm4OjI/O2ZQHXF3yUxvmM88GzknOEHcQVxFZFcQoz78PMlNYV9A5mUTKfN0+34T779+bOMhZvsouwDOx9dim+lhqdGmKQxNYZhWkmUbebm0SMixlTm2Pv/jELg8gD/cnZQ38mdOsRU8Oq6ZNw/4lfFcXL5gcvIAYwoMAW8DcbSEfo0ySU8CZRAywQoSEEpRVRqlIq2LVNMFtVbc9pG60vTRsFzvmIUKJwXOR+bHRwxtib29ZW9Fn1hT+XkkvL4I/Gux3Q8qv3xs35h0F/P5fSCz31Qgcw9DwImYE4I8nADalOw2W1y/YXv9nMnxQ0wzI0rJL378l/zqZ38N2kHZ8Or5R7h+i56evgb4J+3exNHN+Jc0FNMzHn3rD+lWL1hffsIv/vxfIaLj+tVH/Ic//SEvlgPD2PPd9x9iNwNdTNQrY05RSnP6+AnWBtarJc5HFsenfPiLX4JOCU6IyNG0oigbtpsWYUfa5z/FRs3J1/4xWjcsvva7nLz7IY/feYIMA8VkSoxpwr84WRB2nsH1eN9kScL8MMjs6BtTkg25bUtQpyREhzaGECMuhFzxklVL7vmob+vaMwj2NkEp/d8PApz3lKbg0XFDZdKkOub/b/80uRD5+GLNi+dXfO8bjzg+mrIf2ArS/dy/xo3RFHPFoim42w5crTqWW89xxnwLbYhIQkxt2552wx7Y2iv5R0kIEucFAsWDsxmrdkahpng/gZlAPYyIU4s6GViUWx6ZgVlYUwRPKcGIyKZWyKPA2bxEbAIvLyF0UBhDt7XY6xXFWCLXkagEelICkWpeUGtJ095yJlrcvKQ9rZEbQVwC6wIx1CCKlPREzPTAdD9CTHi/2stCvt2w/h1jm2cs+1ONdJim2F7zvW885vhonmMrXpvLpHquMSbHVnG3DVytWpbbyPFMMa2g0J6II0QLeWV2D7/Ba7oFMa3QOp825x6cLVi1Wwpl8eMAYUAJi2BA0CFkQ1E2Gd70GWKISBEQInA2M4gYebnyBAtFbeiGEbtdUpTFXiEh+cH5SFFWTKdzhnbDXj8BmeYQezgz3YJ0r6LYGzmkNfq9Ke2Xie0bk24zmeYHJVeqkKx4PKlqlUnr1bnEVRRR0MweMwbJ8vlP+eWP/4yxd3z3H/23TB484Qf/9v/Jz3/1nIihqKaYvdFgJmtLZdL3yS/Z65xgKUDokmL6ALnZ0C3/LdcvPuPDzy55dt3jhWI+nTAtEg/W+8B8seDZJx/z6Ok7lFXFq6tX1NMZ0+YBN1fXIGDSNHTbDUezisZk40m7ZuxXSL1ATJ4gzAmb60959tFnrFdbdgNMzt9DSMHFJ58QJRhl6K/W9H2HVhV1M8mcUHDe5sCkxz+p8+9fkuy04RxSqhS0fIAlCCJmM9C3d4WYm6P8gr4OGSeuZaA2gmmZjBjvubV7u2mZ/MRs5NOXl9h+4I/+4HtUhToclClJ3wt/KCGotaI6ajiZTlnuJJeryPXKcDo/ZlJN0boEkSzuV9uWl5c3dLs1wQ8oo5G6YogVvZeYegJlwV1Rs64kYi6JDyJ+IZm++5Dj997lmAtMaBj6OzbbwMoWbKJmiIoZgqkW3AyeaD1zo3lgBH/9s0vs7YpFMcXbAYlGm4LWtthNyyK0zIyjZsdEDwzTBjEThJmERhDHGTHOUNJmzNJn14yccLImdUTw1QzSSMOzPFhK30L+htgm3PU+tqnKTe7BI5++fIHtO/7oD36Pqrhfb79fXEr6E0pArQXVkeZkWrPc9Vyu1lyvHKfzgkkp0Dq15t57VpuOl1d3dLstwTuUKZDaMASS3nVRgBTcdZH1OOTWXuKFYnr6kNn0fbwL+ABD39FvN4y2hxgwMW0rTo3gZmuJzjOvNQ8mObabFYvpDO8GpDZoXdDuWvp+wFmPNgVp8Ubloijev6v5XVGH7n0vEp8gkpAZEF8U2zcm3e3qU5SK2Lz/H0Ig+vTvECCg8CESg0OKiCJy8vjbGB342Y/+Hb/8+a8Azd3dDSdnZ2zWKz579px+GHn68Jjb2xXb5S1Fs0inp7dJUxeRwetMcSFhx5/+8sf84N/+C26e/wyCY7tcshk8qqrYrHc8OV1wdnpEcANDN1JPFwlnHnpub+4YxpGHj+Zs1muurm45mk/TEK3UHM8qcAMvV1uEiJycnVA+/n02P/khy5/9Fx48fEBTCX7vH/4eqp7gxpqLj39Cv3rJbNrw4vIOScTZMdGeZgustUl/IaStK515udbZFJQsNJ3kHnPzHmN264j5y/sBx9u6DssKInJfdKTvuXfhtaPDhRRrreUBkw9RsetGtq2l60aUVFzdrblbDTw+n3Kg7cTX4Yj7GYNAUJmSh/Mp87rhdmu43BqUN0xPC0ypuLqx/PKTa5aXV4xtCyEyOzpH1xVMNeJYMX1gUAuJVIbqrMRXnrEcEaVg+qjG2xWrbocuNENX0skaO5kRYsnoSkSQtJ3j+c2OKYp5oZgKyYl0hNmURk25Xm0QUlIXBj2XtHJkimRqPYXvmOiWdb3ANRIxBWYSsZ0Q/QIhUnUWoyUKB1iI+yrxfknkbV+HwasIh1Y5D2LeENsUpRAFu65n2w503Q4lA1d3d9ytdjw+Xxz+rgNTgASV3ccWKhN4OFc5tjsuV1uUCEwridGSq9WWX378GcvrK8axBaGYnTxAFxVIiVCCqTRpK1MbqsrgnWMcE3+9aubsuiRaXhSGtrMgC4pJDdFmxpCkHRzPr3dMa8W8VkwLyUnhCWczmumU62WObVmgpSaETXKLtslTTuu0Efp64ZAw2/x1yJuG+xY2xi8d2zcm3VqsKI1gHPeVS2oHfBQEb4lCETLXDwGT6YLHX3ufT3/0L/j040/pB4uQkau7Oy6XK+6Wa5QIfP2dh7Rty48++Bnf/I//lu/9o46ynnB0+hhpdHJrRCR7oDgydBt+8G/+Bf+P/9v/lc12RxCKejJj6Ae60XN0tGDaVBzPkwr+7dUNk2lNWWh2tzu8UFhriUGwW6/oe8um8zx4NEWOa4yRGKXp7YBQBlGWzGcVwq44XSj++od/Qei/y/zsHULc0Pc7tlfPWF5+hrMjL569YAyRMFpsN9KaHbPjQFGWeO+QWpMFFohCoLTBCHDBZ9oYJIjGJ5UiFFKp3Kb/9i/eF137hLhv31Mjk1t4JKVWBOcYbOBmO+JGOD2aMa0KrAv8+BfPWC+3nJweUVc1Q2/pbOZr7x/QXxso7HcaAQQKIRua8oSimdBP4JXY8jN7TU9gK9bsZpege4SFqjzCR42YRsJRoHygGM4sxXlkflJgqh1jd4f0IydNTWNGVpsbtBFsQ40rS3bOQLlgcAbXW9qt56V1TErFQ10wi5px59EelI2UKCaqRmgopGQ7bHGloyoiZuzQfouRa4w5xU5qxCwSmoiqSuJuSgwSIRWSkRiH/LOnIiJmCVMh3zJuRD5Q8/f64th2uDFwetQwrTTWOX78i49ZL5ecnJ5QV4ahj3TWZaxyDwHuqWhZaY09jJGGZEIGmjJS6JJ+Knl1u+Jnz6/pbWC7WbO7uQDXpyQ9neGDQGT4spSaYbAUhWLSpGWnvusZraOqJ0ghaNsOYww+gCkrvHOYssD5gjB0tH3g5cozqTQPZ4ZZYRhdsn9SQKkNk2aCEJFCKbbrHTYEjC7w44j1ASUDRkv249AQw6HCjZkKKvNs5vBci4QEfFFs35h0jYSmKVjv3H1Qc+nsvQOVfieZ08F3fu8P8ZsX3FxesNm2eJ+2RcbRM3jHMIwYrXDestm2FGXBv/4f/t/8yZ/8S5yF97/5Hd792jd5/9vf4/T0nLIq2dx8zI//w/+Lf/Xv/wIbLKYq6YZAN4yZYmXZtT3TWrPcdHyzrDg6PWE+n1NICM4xn1ZoGenanmG3xUdFXZaUhaLbjUgFbbfj+nbN1kZkMUFJWH3254RQ8PDBOR/94ofYn/8Mnw411qtrum4LxMQVtJHbq1sGZ0EbxnHICvbJZkYqdd/6hXTPhJCkKW8KqsgnZoIcxMGu/K2Df3FvNQogM/85czylZFEVCBG5Wne8uFqx2w5c3u5499FDbIhc3XW06x2vXlxQNQW6qhPkhDxU0UpygBj2J0cu3gnRIESN0A1xAe2k40a2dJPIptsw6BUUPWKIyEFQzKe4XqDmGnkqKN81DHrF+ZHlSbOlWH/EtPREM6UNJXcbSVAFUc9YDpJoJnSqIqiGdtsRBp+q51riu4CwI52VbK9atuuetOFrmUtFELBpe0blmB0ZtB1QrkX6DUZuqMuOblLBVCDmEX8XEe0k3d3YEw4yi0lONGSebghf0dJL3PN38pfBwx7akrCozGuxvWW33XF5O+HdR6fYYLm6W9GuV7x68YKqqdHVIgnw7yvcCEq+Bl2I9E3TBmA4JGchAjGMtLu0It+5wGa1YtiuwA0Zf5UU1RQXkp2XjIGiKNjuOgRJOH29bikKw7xuCEGw2WyRSqO1oR8cxlSgIGjDMGwIUYGEWaPwrUc4QTdotm3Ltu0S1u4t80oTgM22Z3SBpq4Yhx7rkjuJznZFGZBHIPFxb+Ag8n3OD/X+mPuSsX0ze6E54WjecXGxO2TzfNYRfEASki1LFJweTXl6OmW3vuLy8jJVwyK55Ib82YRQlGVB8P6wMrzrOvzWMdpA+9d/yV//1Z8xnTTMZlNO51PWt694fnnHug+YoqSoS0bfM1pPYVI5tdluGAdD2xe8e2c5rqukGj+MSFMhTMG00NhhBKVQNjCfFNRGUB0v8GOHiIEhRMqyAlMxbFY02nL36c8ZY0lTeJ59+nNuVzuq6ZxyMuP47AxnA85Frn/+MdL31EpRFiLj1IlqJ0VKciLvpguZpYTyiSmiIFFzJcGnl3Nv2R0THPhWr8NzkvPBXpYvxiQteTJv6F3gxfUd1zdLopfYMdJ2AaUrnI1sN0N60bwE61muWvzjY6ROtB1/qODTQXPfbgmEULhQcLFd8cvlM27mW/zTiDIDxoyEwhNOYdhYZGgwixI1SKzxFA89Dx+vWYzPeBBf8bS7oNz+ipPFBFud8eFGIfyConrCbZwyyCleHuOcJrQev3NIJ2jKCeeV5lrCq1dLjuQMHRXTZkEzb9CdwPnAzaZlqQbkcQGxJQ47KjFShS2F3zCRHet6jpso5FwSZxG2JWJQxJi36HDEOOafPcsewlfSxuxpTZ+Pbbr/97GNOba3RJ9kFtuuQ2mJs5btZp3aah/ADixXG/zjU6ROMfVZEzqVYJnZdDA6iDjvubi+5Zcff8rNaoOPAe893gdwA0oJ7OCQZYMpShQS6zxaCgqjaeqKEAJ9N9D3PWW5QCvDcrPB+0BR1cSYoCVpKmKUhGBz8SeSFVijue4Fr26WHM3naCWZLo5oJkm9zvnAzbpluRuQusB7hx0sCIWPDusDjUzDcGJeaor7nznHL4RcWAjIixmHkeXfNekqIZhPDIjX7ScEIWbD8ARgMD8+5rvffY+f/OCfsxsCd6s2Ad8kG5+Qp/hJQUvjvM2i5jprEkiUBGtHYnB0vUCpSLQdF9crbtYdXeeoJ5JFOUUYTxyT2lcImQ8oIu1g+eCjC8LujvefHPOdbz7BOcdqveXpk0c8qQqubtcE76jKgm67Rkioy4rRjiT6rkxuBJevWHzr65hCsnzxKa51yHFLv13jgyXYDlNNGCxcv7pmu10xnSjKZkJ1vMAeRKQFMaS1WilEOi2lRksQwZE6hZjxPtBaHziRMfMs334bGg98TrGPY564zuqKyaTh+ctblncrvHUICpwL7NoOES3jGEGUNJOKEEfWyxUvy0uOFhVH8wKtArMmTYjvOV/g80PbDYFfPnvFT1af0T1uCceeReV5179A9EtGUeMmR2yrGl/P0NPI0HoIO54uWr6t7pj7n/PEPedku8J9tKaqevTXtlgpIDxAqxNuI7jYILYa4QRh8BivUCEgpWE3RmRZsbUbdssVj9QMQ4H1kbH1bDvLyne4SWDcDfi45IEa0a6jtDsKsabyG+rylO3MwBTkQhDWQDSIoUZIDzFpaoTsrbbHQb+KQRq52ryP7T5RvB7bu9diG3HOsmsdIgbGMelhNJOGECPr5ZKX5UuOFhOO5hO0UsyapHFxoOTEpIEMgm4Y+eUnz/nJT39G17UE7ygLg1KCvh/QIkECSmtMNUk0Kxdw40g5myCkZvQDIkSkTNWwtQEhHNF7YhbtsVFlgRlNJGZ4QKOiRxrDzkZkVbO927G7XvLoeI4pSixJMW7bOVa7Aedh7Hv6vkNKcC4SbMAKh/cBk9lGcG97RKqHDk7pUaZh2+vzi/CG0L4x6TrXUpcKY7LbL/e4rhARJSKTuuEP/+n/lv7yr3j+6hWb3YiLAhdFCsS+vQG0FsxmUzbbDmPcQQg9klaMS52sQspCU0jBq+tb+jFQNxOsa9kNjoUQVGVBdJ7V3RapFU1ZMowj2hTs2h2ffPySq7sNN6stR7Xg2996l3oyY3PXoaKnLhTVpMYOLU3ZUBSBwRn6buRu60AZ2hGGtuPr3/9fovSf8tP//F9YX93QrQZubnfMZhMmixmrteX26pKThWE6qykmR+w8CX4RyXo9xnhvhU1qT3xMVDshIkrGjIfmPxB9qnJ94lseYIa3dcV4qIgO+G5MspZPH56x7j1t2zGOw/3ALQLOEUJMsJEqiSjs6BBSsN5u+c8//ilSWCSOh2cnnBwvOD0+ZlKllyySJsoffHzNi6sB9+6IeqgQZyMn6oLH4VOMWLP1Fc5tWJgF22DRhWGYHKO6jq83G865ZupeceK36JUg3JVYCXJmKY8DlfIoCeMAbhSEtUMC/XpLoZOzQwySV6sBZQPNdMp2ueKjV5eUOwGbSNxG2qFn1wxEGRmFZaoDwo/YbksIPVH2RNehlUWWDbGIiEIga2CI4DQxaPYcd5nb/AOi/lXk3L8R25hjq3Nsw2uxTWv1MVFskvaH9wm2A+w4ImRkvV3zn3/8k7SAADw8O+PkeM7p8RGTqk5cc+BmO/LBxy958emHuLFDaUH0SVg8rdcmFTvpEmPBuRFi2gYVMdLUNRGFdwFjTILltMM6kDKBJipvjfrBE4VmsB4pIv1uR6HTMxyF4NV6QBFoJhO26zUfPb9Oy0y5EWj7gV2XsPbBuWwYYJMYjvdIqbDOZmMCRVrwuqeJ7UXi94pke+W4e472bw7Rm0XMI9TlJCVdFxHhflAihWRWlfzR//r/wGJq+B//xw9oe4fUhtiPOAdBZopJTNYzSkiKomA6SaISzo30XUtZpJVPYzRGRYzWDMNAu+vY9oFmOuPo5ISbu136Ybxjs15RVQWbXc+kmTD0LXaIjH2isW27kV98dpPwqGKasKPdHUjJdFKy3W1BQFFV1AXc3t7w4nrHejfyzjsPuFv3DC6yur7g9N2/x/eUIYj/jP/0mk8vO9p+SLYxvWNx1FDqSD2dgSxwvcXrkFd8E5aGEAcxmWTjc//ihZgBeJUoV1LqRC0SSdE/OPcbY/R3vUIIyfJ9/xQKwWw+p55MeXazZtd2WQRkb9fjIKpDc6Wy5qj3HkJI3m8x4n0PYaTtRz56dk1ZTmnqGVU1JciKu42lbQv8sUQcC8yJQk0jddhQsqNWyW6nHSJFCBSxp5rNmFQFVIlet/UVQZ8zaRpm1Qamyd9tdTLjuVtwpd9lbR7gxQnCGaSRuHEkhBEoMVrjXSCgWa57YjsgG0VbOZZ9TzQOvVCYStE8LhFPYHoC08HhNi1jkPTU9NS0oaD3BnqIXYQe6GMS14kWgQMZD2LXYj/qJ8+Lv4IrhEg8gLoJgpvNFzm2m9diy8GKiewQIrinKqbYxtdim2Ld9h0fPROUZU1TN1RVTZCau01Lu1njx6QQZ7REBEXwLlEglcJ6xzgM6BAJcSDOjjBVTazKxJDyHqNT4RWQOF8md5UMTyqjkUZTCIP1qZt0biT4AbTBGI33kSBVim2m/bXjLsXWB7ROLtZNUyOA0hjaXctq0+F91sJG4jM8s9dM/jyNKHNx5V6k/vMLEW+K7ZvhBVVRyJA2ObqQRLhJBnZSS7724Ji5Hvn4xz/g4uKaYbQIERh9zBtVEVQS2IhiL6gs0ZOKsqroho6mmSbBGDsiCBiV+HGbtiOKJCvonEdqsN5jrac0OuFDlcHFjsD9Q41P2JDP9b6uGj56teLFxS2njeD3fveb9IPHjgNSaba7HixsNhu2u47ZpCCGiPWBqKd89vP/gmmmLBYT/v5/8wfI+les7Yesu0DQFRjHMPYYo7EuDeSeX245edKkYZhMyxEh/C0aCpFMiUswQ/R5M0iq7BG3F1NWbwrTb32JmNYxY2YbCClomoZYNHz8akk/9ti+y14HkSRcnzE7EjZoZSQEByS8S5AOjgxoYR3EqJJ7sgPTp/9/uxP40hFnETNXiLlgVo1U/Q4TehQdBQYXAiIoSj+gN59hbY9H0S1KVkXDOpyzHecsyofU7yb62losuPA1rXnEyh2z9RnOUskc1ZQGrTV2sGzWPZNpwegCnfdoHYmnNYOy2HqglBBq0A8V+thTxRWivcW7Ea9rnNKE+pRBTnDeENoIHdBGRCfAZbUx4RBiz9/c43+fZ3a83djuMXSRp+iCppm8FtsB2/evxfb+uRQkCUQrxWEoJGXGKV8rFKxzpOI40juH6ccU221KuDGkyb9QSVd7cDYdBHumQ/D44Ane029uE80SDYsjdFERQ2AcBoqyoplMGPoeCARBfs88PoBWGhfSQoQx+9iObLY9k9mU0Qe63ieXEV0xBIcdW8qYxNW1lsgYsM7TtT3WOTAFSgmKWiFkPAyY9/lWiFSg7AWB7nHc+KVj+4XSjtEHZpOS5coifNoW0kpxdPqYx19/h5//8P/HL3/1EetNx2hdUuUP8pCgRUgTeiEgELKSTzbJEzWxTJQz6y19t6Ozjn61YbPtGGxkue5YnJwwn8wotj03tyvOTyYYJfBEysIwDJbZpGK17fGpf0+Sk8FTKMFqtaHrOj7D41TF0xNDXShOFoaubel3nrt1hw1wfLzAu5REo9Q8+Xu/w09/8G948VmBKKes+8DsaM6qW3JxsaS3DkMAaja7Ndd3Pbe95/TpnlZzz52SWqclieCyDKbPPnEpwBHuxTt8qkCUlPi9YtVbu+69KIQQNHXB1955zK+utry6uyOMfTL/4/VFjsh+V14oMFrh3YiSaTCWANyY+bwahCGKCqHmCDHH+UkyKm2AY4ubj4iJYDKVLFTPVA4UsUeOWwpZI7Skp8NHi/YrhmXLrg/I8QH90Rk2nqGFYVHMQBcs7UjrFVupEHrBZtR4CqQQFLVg8OmQcDYSrcPbEREi7zxY8JkILFcbBtEx1gOh6PGlwE0M9SzSxB16+4LQ3qKNAj0hloJRTWljibcS2QODgD4xWWAExoRF4kDsJ98qV5lfjeDNfWyT6E5TG772zpPXYjukDS4y3JGT6/7TpESp8c4l2UKhDmXbvT1RUsVLnVkqipztECE5MLtxQARBVZhkO5V1RuyYZAFU1hpJ1bSlXd7Q9yN27JkcneKiQAtJWRiENljr8N4hpEZqw5gXiYRMRqaDjQRncXhisHg3IkSO7QUsbzcMXc/YDoRhwBuHLXwScAe67Y627RCmQGlDWaokkh7HA3RAtu852M9HDtBoesUlexW5wzDtN1xvTLreD4BgPp0g2KJUWglVRcn3f/+POT8/5q/+8w+4ulninMvCN3lgoiQyJoKxKUw6U8NekDKdDloEhNLJMTgaqqJIPL7dS1bbgbqeYkrDxdWa2dEZR0dzPvrwMxaLmqIsQReoOlIVifzcth2DHdFaEiNY64mhQwiHHUe01nz4/IqLC/j2eye88+QBVzd3DINl8IGi1NTTGX3bcXlxiR0GTt55yj/+3/wz/su/+5f86Z//Fa9uLRaJ1AVllV7mXTeyeblBSyhKzbe/fs60mSCESgfNa63J3uk4ECAIIg5BmpgKAfiEj3mfsCofv4oeNBzWdKu64utPHhGNod3tCHbMrWaubnCJ4pU+PQiPEBpTKAQe79O+cgyekHmoqfot0XIGYoaUR1gF1rTIOZRPCvRDiT/uqfWOqdjSyJ4qWojpmVNCpxXPqBF+Q2kFuz6wWZdc7gStOqI5f4/p+JjxDpa3O3RZEAVom3bgTamRRYmLI84NjMMO6yKVKgnjmBZojObJ02PETHC5GhFdoHADxq+ZYFnYSD3siO0tVREp8gAoKs3gazpfIAaBzAk3dhERLVEMCEbSUoTLnUV+QaWALHj9VVz7Nd2qrv+W2GbOQUhuy3uhlv0wWgiJKQoEHLSgY0guDfuNNCkVWmoQEik1drSpcyRBDlpp/NglWFHo7BEosxZuTDOePDx2PuDsiO13tGtJv9siVMHJo0cIKXDWMo5DqmQLgyCiZXLWlqZINju2Z+y2WAJVVRDsyDCM1IXhyYMjBILLC0eIiQTQtT12cJRVyRAcfdshigqpNWVVUCjAD/nz7wdmgoPDNBwIlynnygN9TmR1oDfF9s3OESGidM20aSjLhJWIaPjmt/8BT77xXfy4ZrZYpFYjJpE2IZLKkFIaH0kKWlkKLUa/57EA6QRRWibn1AAxOvywpG8Hggvc3G2YzOeoseduvaWpNDF62m1L3dQM/cDYDxTW4r0hjh13nUOQgPDgPaNIROehtxSzpPF5s+0orlqe3O4Yh5GQBXZulgPHt1ua6ZT5YkHb9cQo6Nue7/z+/4Lm6JyffPBL/v0Pfsmz6xapDHUpOF4ULOYNdV0mAnd9wi5UWaDZJCgkjzxjSNjY3t5cSpNOS5+qW61TWxiCAJE5tPILrOx+6yu9/MYUfPPdpzSTip89u6VvtxAzfhziwRF+z8XM72UKZyDbn5T4ILF2yJSdNDiSsgTZINWcWBnGYodvPG42Up2UFA8VYeKZsWUmOozdIuOWygTacUdpDMFbghdIZ5gIwzbCxkfuvGbbRdqbDYMvYVXjOyhPJWMZsZUn1AF9opAGkGD9wNBuMLIEXeLHEQPc3G6oH1QcP6wpTxf45QZxt6PcPGeuOrQPyOgQpb93+5CGPhq2TtOPiqYTCVroQFogdknMISfdvWX44eDdwzBfTakLQmBMyTfffSfH9oa+bTlsMf2N2JLYM4fYCgpj0jp9AGstPmRX4bi/Byq74sI4WrwNOG+pqpJCawanDvCZtUnIyhidXIBNSrbe+ywAlZJW9B7nWwQtuzuFJICpiDFtzo0uYJ07bNJJESF47DAw7DaYwkBV4u2IkXBzt6Fuao7mqQBalSWbu1uGTTIN9T6ZWOoyed4hdRJnjxHv0n/bP/qwPyQj7PVmyJXta2Dul4ntm99mmQS9p82MqtDEAE/f+ft883d+HxksV59+wMVnLxltUgACkWAFkU6UfXvKfoU4nwAxV1IyV0XRJ9k5O6xZ3t7RjYHpfM5UG5ROQte3t0viUU0/WvrR8fjRMb3oeXZ1x46IbApMDNi+o6k1ziXHTucspiBVZoI01XWeq7uWv/irT5gUgYcPT1huOl7d7EBe8t478Hu/911m8ylh3IIfuHp1yXoz0Eym/IPffcrpyyVXdzu0lDx6MGNSVwhdgKmpj45ofMF2yNV9BuKFkMnGY7+uKBK/URBRQhJVHk65TLOLCaR/264uQiQtC1NP2XrJ8m7H1c1t2jLc74/HezW0tK6830jKFZFMAxelS5wXaCWJ0SasLohUoVKBNrh6JE496ljAiYGHAnnsaPyKiVsyMVumasAMLU0BLlpULPH79Y1YIKKmEgV3UdKHBrksCZc9tx8/I7yCpl6g3n+Kq0fUmYBT8MoiGo0VI6PtUaWBqFOVFSImBjajY3t3y6zSPKo6Fqcjwa8p7AXVcImUBhclnYfRl1BOsL5kPUbudiNDjEy6iOgFYhBgHdATEs6QqlyZE24kOawAic319rOuEDLHdsbWK5Z3LVc3yxzbPAaNeTsyY5VC3g/IU7Umc2w1zicH4WRsGQlZpD/R0VIlGqNPqmIiC/Dnqt47jzKJUTAOSVNhPBRdWWo9b3TtDTtFtocKtuf21XOC0DTzI1RT4eyYpFMjCR6SCmtHxr5FGQ3a5G46YERgYx3by1vqpqIpS4rTBcKPrO2AGzpUzk3WO4IX6FISPNhxwO7W1JXMkFA8VPnEvQ7V/b0j0y5TbCMHpt5vuN6cdLPpXDV9yHxxw9n5Y9759j8k9Et+/p/+hB/+5X/k+asrRufTJraPGJkmjErprCuwF/DO4t0xDXISjSoNiJy3BO/wfcd629G7yOXzW05OT3jwYEFdw/PL55wcT6hLnSxRhpaFsVQPNB893+JtYFakm2SDw0eBEIbofWp1RUBqxTCOtN0IYzqx+nbHcjfiRseqszRdGga6dsvt9Q2LxmB3O5CSm7slH3/4kkjg5HTObD6hb3sUETv24AMhSP67P/wnlOWCP/3TP+N23eUtF5dtotO98CHhUjGkz5EwK5kNALPPEvsu4O2+nEJKplXFyemCy9WW1fKOrt0SnLsngIf4ORxrv9kUCYiYKvU8j0cpnV66qCAGfAhYZ/BB4uJIzwBlwJqBaCx60jCdCCa9hX6F0EM+WCLItL3nvUeZCultrjgUQUjGILFWoVvBeDVgP7PE2w1eX6KFYjgqqIoGOS2wvSeOAwMtzvboQqNEgbdpEByJPH4448PxlvXtK46La0peMg8vmZfXaPuKtoeN1QyxIaojrKjZhch1D3eDSjOLrYA2V7t+BNEj5YgQ/jBsPHR54vOV0du+3hzb/GcOyw052YWQYwsipsIoI9AoJQ6JjhjxwedBlsVZSz8MEBK9LHqHnkwoq5LgLEPfHeYYMZJUu+Q+tiXeudSyk1xTQt7SFEIwDmPi7SPwdkArwRAkVV0jTYF1nigGhn6LGzu0VqjC4BEHV5bHZzM+fLHk6mpJbXSasQSXFrTswDh0eDskzrpKVkU+eFzfEmxHVU8P+Ph+rZqsHJdmM+l+xnxv9u/tF11fAC84ZLHAnHyd7/yjMyaTOcJ1dNtrXr36FTe3S5x1eXglkTJ/sEyfSH5DOgc3IIkIlQjG3oecdPe7ykkZTEjN0aLBxTWfPr8gYijLZOcsiXzt6RmFFohhQ11bBu8R3nNUG0S0mEqlCjOKZKtSaWzGz6zz9J3ldj1iiohSqaV/frWh2w20Y2CIiu9862uURuD6HR/88IdoU/Dq1Suub3esdy3OeybTKVrF7BXlUbrCRsUwCi6eX/DH/7v/juOTB/x//vl/z6ubTcLFssxjKiXzsCxzeKWQyUwC0tR077LqPeotwwtaG9599ICjoxmr7St2202uWPat015fNdHD0otIdlfK0p7RHfjDCZ6RedItkFGg1ITRlXQh4elqiBg0fTcw3OwYFguK4pS77S1TC0ItiOqUICQbLbF6itUzNh56l76+loZONATpsTNHfCqSrvPtFB8067Nb/EyjHz1k+nRCJ0eiDXg/pq7LKJqqpN8MtL7FFx49F3zn5JhhtcY/u2K7/DkT/xzDBY3ocLohhoLe1dyNBcuhYMmcO04I4YjppkbeActI3EVEHInRkhgfPvFL9/RAEQ+LQmG/E/2WrzfHltdim+Mbs2B+rthiFnlJa6zi8Hn3LAYZFUrBaB1d32NHi8qsgt6ODLstVWkoypp22+KsRSqDVgYlDMokIRuhC7SPOOeQmQtLPgCsdUQpcd6nQbLrWd9e4NFo/ZDpZEq32xJDyBWvSHz9uqLvetrdDn9yhFaCb717ysvrkhfPXtEvbxE+MYW0AK8TXzs6hx9b/LDHEZImRFmV2eEkHN6HQyzjHm4hx5YvHds3D9KipDr5BpIkaB5tD35kcvyUv/+P/pgPf/kp612PyA66KJkHRyE5MEQB8j5oSuqDILeQyZMovcRpNS8qjSk0sjA8fvIQzJrnry44OZ5CjGgR0FKzaAylE4Sup2tHJgYKGZKbg1SEMOJ8ZNO2RF2hpM9riKmKM6WhyHjUXhvBurTM4KNivelp6orvffvvEYctP/iTv+Dyesnl1TXWQ9k09GNg0hTp55OKKDWIku1W8G/+5C+5vd3xh//kD3l8fsz17QoHueqBiETrdMiEmPbapVBEmWUUEWnTLq8hOjf+1i/fm66HZ6c8OJnjyaaAJAghSWqGPFjJ0BB5l16S4syeHhOTrXlM2TiJzqfuRkRJpMahsG4gWo/djYiNoior3LpluLOI04YQ59QuVSGYB2y9YydqdmFO72dsomQ9eDzHbLwn6pqIRcwDNBJxahFBobUA0+O8x5/XhNMJwaY1dRnSOq63Pb4sqaYaaSSjsYhJxMiO8zk0758SXhxR3jwn3twwjEtGfcYgJ2xjw8o85K54yjqeo3YNk1ZR3HrEnUBuJHEYgQGEg5hFu6MnSSCm4oKsmkd8XeHtf47Y5g7mENtkGbUveA7QLrkby633vnrbUwtTVx1wkVRteo/1DqE1VV3h+g43DqiiTLMel9QHdVElCVihcUEhvMBFiRsGCgTeW6SWaf4RJQRBcA6hM9zgLOPY4dqG0EzTglZezyUGfG/xZUVVJLutcbRAgjVP5jXF++/w6oVhfXNDe3tFGHukEgfhcWkMqtBpU85o6kJSCJd583vVsAD5viQdij1EmCtckUGTGN4Y2zerjJ3/fYSuaJ//FLN4gNEFSMXYb/n4gx/R9kPCYDKOSy7tfQy4EIneozLvttAFPqYkE/YbWllLNukNJOrY6GFeTyjKmm6Aru25u10ynzX03YCKkaNGoYi4GFEh8PCkoiwNMk+vqyFt21gHq35gNtEMo8cSMToJWUwnBUo4bAA3OrohCVWMo2XbjUxnM7p2oNAFo9B89OyS0XrquiCEtNXUdSOTpkQZTVQFm1axs2nL5se/+JhnLy9ppg3O34uF+LzZkg1cciLbqxeJzGQUh+AKqTJ97O1d7z0+Q2vNOPr08uUNpnuWYbz/PXFw20pYfQjEIEGoNFgVycwPNEIWEBUxamws6G1IlC+pkKZBOI/qBAHFcNURTE3vGgonKQpDUU3YrDfctpLWHNOpY3ahYtN1qGHKOI6UskDTMpEdTTVQmi1zbTFGMYgJS2uIekcYerycIWKFcOC7FusGkJHpfMrx2TFmbojGUscWbdc0fsP8yFCpGZJjhpv0DHVoxskjxuobWJ5QXBWYa0GxBHFjYQlxExChI8QOSBCVEMmpIRASRJKhhXu5wLeP6f7N2JLnpq+l1f3vib0+sji090n1Thzsag6qcXuYMIKN0I+Jdqd1KpJEVuEKUjH0A4bc0bqALhSmqtmsNgxdhzBV8suL4KxDaZuthBLNkxggQ497uIGcZIfdirWQRGUoywIRI77vsLYHItPZlOPTo+R15zwBzWAdwjuOj+ZolQrAdnXL2G6ReIrJnKKqMEYjZcQoKBQIH2FP5SQeNs72h1DwydSBmGmfQuRz6s2xffNyxOyc6EY+/eivaFct3/q9f0J9NOeXP/oT/upHP8JZR/Qu0b6EQOsige/Zayh4n9Z/jUpGlkIRQto6icHjo4PcWnvnWO96fvVsyTfMMU+nDbZbYZTi/Kjmbr1Fi4gdLeczRa0guMB0YqgnJVJqiroCHEpMKNsepRzVIPAErJDY0VFVFQUuO6NGut4iiGz7EWRBWdeIYsr1cuD69iOMFFwvEzF/udkQpAYFlQgEZ7lZjhyfnrJuBZ9e3GKqktvrDe7UI5RmO6YDJQR/kInWOh1EUYLK+hTOufyApcAGHzPmG956Fyqk4m438tHLG549f563tdL2kRCgVIYJ0hThYAV/cLiVryVosX9pFcErEAUhGKxTDLYjSEuwYJxGU1AIQxwDw80WUWkGVXCnFUWoEAR25QlXXrPsDZY5oS/xtwV0AjQ4HZlMLGf+FU/VHQ/lcx66W3SUrPSCF+GI9fiI282KrTujLZ4gbcXY9UTfQiGp1ARZS0zlqEuJGbZUIdHCuuVzzHhDjaScn9DqGVfuEYM4YSNOGG4M+jmEF4GZOmIiK9bbC8K4IrADkoZu6v5ChooCMVe78QAEBr4KbPdvxnZIw6VcpKXYyoOf2F5j9zDUO1S94r5FFpLgY07MEes8QzcQnCMogZEaXRQURdoeG9oWoQ0hSoIPxCAIGES1gFCkIVYMiedbNImOpsqDn2D0PvH5VYLiAiSRrBCwQ08It1gXcfM5yhSMQ0ccWpCKatLkYWJEaM04BEKIbNuWzXLNMI4oo5menOKmE4Kz6T4omdTZ8tB/drxgUlesb64IbjzML+4x6KyJEu81ddPsJQ/V/q6CN0KkdcBtu+OTzz7m5vaWx0+fcru9IFFwNcqk6kdKgdLpRhXKIIVgjEPe105Bds6RLDtknuCmdieEwGAtzjsm05pfffqSSQm1hk/Xa957dMr5u4blpkdoTZCKMQREjMyOZygREbqgqAyR5Muc3EEHRu8IKEbrKIxGRI/JVJjRWgaXhkQ2JlxIF4af/OoVz14tefnZCy5vl/gYaQrBO+cnTOcNRVmhgsMjKY2iCxUfvrqFYHnxyR1VEZkWE/q+o6qbPCUVICWKJIATcaRiP3UEOluwh1xNHPCjr4BWdL3t+fD5Jbc3N4xDFg2Kuf0l4clCytxSyoNzL+w/375dzq0ZCoEmioIYDIESLyNBOKSM+NGyuVrTuAYj5ggDXnqYQnU0w/rAHYrRWkZdcSMNu/UW1RfEtUIua/zKESYRufAUU8uZuOVb8UMerl5SfOQRTjJ5dMn02HDVvIsIljtruR4qwqYkDD1RjuhSUE9LBBa33eGjRIklcrihtEtKtyYuL3CdRRuDLA1BzNi6Kbu2IryKuI894nnk6EnD++envLI9ly9vGfqO4HtiHIl7pgxpKSMSkqdWVqYK+/3v/1li+1r1FeVrsb137k2xla/FNn08md1CYv7sIYIPCSqTIuCtZ7Pb0DQTjFQIBD65u1JP53kluWCwEnQFWuC7HoQiopC6wYcx4aEyL+OI9PynxRtICxeWYC0uJMqYtcmVQwhNsD0xjGglKKoaGwTrTYsLiigUw2DxdiS4kW61RCqFKUzSrBZgrUPkfOJE6j6P5hPef/KIV5OSy5cXDP0urTPvk2xMLI0Q9kys1CXcx/Y3x+jNExqRRCA2mxVt17He7Hh++ZLzszO+852/x7Pnz7i8vMUHdSANx6ytm04PhVJppTVkXzUpVcZ17+lI/Wj59LMLptOGrz854c9+9CGfvVC8c16jRODiek31dMH52TFBlhij0bJGy8TXww+UdU1R1XhviViK4OmHxIoYA8wmkm6z/2wSPwYCEqU829Ym6KCSjIPng19+lgQv+g1n84JxGLleDmw7y/e/WzOdKqKPIEucMNx2krYf2G62fPryiu9/8xjfbrAMCM6p6wryvUHLRLvxAVTe+CFbIkmZzT4Tvhp9wo3e9npEqRVlqfMLRhrm7Svs1/P8IQmnQeg+R6T2KmPiMbeeQkPUICuEVkQ3IAuBNhVRF/SDY1h2GGnwdUxizVuVFKeagn6MDFoyjprhuocLAWOBuNPEW49YaeI8Er8OJY6H+paz5QvUDx3djyHaiHrQMfn7O/S3LP284UIsuPEDw9oSpCUaR1EIFtOSRgwc1SD6W1z/EsIF4/oldX+LiRbfWlABJgIrClomsDOoq4h8FRG3N1zaNSfle7z3uCKEiuefdsTYJz+wPLwVe0ycPX2QgwD2V5F0//bYpsSaYntPDbuvyl7zKhO5C8vt/J5Nk5gX2ZwyJHBMlzUxRvrgGfoOo00SuRLpeTCmRpmK0Qk8JS6kDg4U6CrnjDwDCIH95qrSIkGOUiKjAO+TT1r0eOcT9CAi0VvGsU/MDO8wWtBMpgghKOuKXebxh+DZrLf4oUPItAUnhoA0KjdraVAsRUxytW7k8uUFJ7Mp7z1+SAjw/NNPiNEdDksp89A7L3od9Be+RGzfmHTt7aesrp9zd3PLMI5J9GKMfPb8FZO7FY+fPKQoDM9eXBFJdus60328s3nlV+R1V//ah1KM45CqUe949tkLnl2u+O7kMYtKcLIoWW1a3n0w4fHphE9ertm2NWPvkXKglyW6NohiTrQdRTlDl1OknhHZIGTABcV61aOFIGjN2dmCIHeAZN0HRLCEAEbAvBJYn0R4VusdMVqaWvD+08eUItBt1jw6aUCVaJmdMnSJFJpNB8v1DhcCt+sdxghOp4o4bFC6ZLeRCHmWNCUAMvZzr8Ifcmsj8jTUI2T+szKihOItQ7pMSsOTkyOuLm8Yuza9e1EgJeTvnCu0dIL7Q6cpD4yFGJMATtpAUyhpCKEkKI1oBNKB8BKhwRiFLo/ot0vW10uK4xpqQWwjoYroiUIoxag049YSrh2sSmg18k4gbzVxNSKcJuzADZZKrTFLR/g48Pwy4rTivUFRHEvqJ575fEvJmLiTLhJVTEQa5xh2WyZCMj+eMJ9W2IvA9uqSmduxa3do72nKpFY1YOjEhCFMEMuIuAW96cE9Y33b8sFPPuXuySOqusQU4F2CrfYatocBGhz+zVdDXHgttsevxTbhjFIKFHulO0EICT66j+1+cJpa6D2eD0lrJYTUfgvScyJUklY0SqD1gn69Zr1aUtRN/jsSEUZLjdCGGA1+tAQbQJUgVEp0Uif+sDR50WJAyXigfTkfMEYdpFH32KnI1ft+qCsERO8YdjuEiDTHM6bThsuLkeurK5zzafMMKEqT4J184KSEm6AgnfhvrG8v+OAnPXdP3qGqJ5iiwrvxNahtH9sMxuyD+yVi+8ake3vxK/7s3/5L7u7WdMOYAPbgQRjGzYbNL3Y8PDvje9/5Ns9fXbBabrA2UT6IIKNHGp02SJTJdLH8whLxPvDq1RXXt9ssbNxSm8i0lHy66nlxsWHaaL7x7glnM0272/H8eqTbFTw5n3J6PEeqKbIwDEGhdJO2RlxgGNasN46j45JJU1HXBY/PTdpA8zucFOzukuPEKKA2gtandrgwFXVRsd54YhjptgPTyvC1945QKp3SuqhoB0vnAnVdE8OcZ88ueedswoOjCXc3K9puoDk22L4lapOYGdlifb8YsSfwSJGEz2PcV5yJ85y/+m3fvTde3eh4cXXHOPQHPvB+BRRiHnKkKtvvhzBScpiXHkhHKr8EBSEURGEIZUQ0IFwE5zG1xlSGEAShrLGdZ1A9ZlriTUCIkagqgkr6Dfu/V5c1slWoPOrxRKJV0EpW/phX4ox3Ti8o39lx+sKjApjHAvlE0J9MuZPHbMMU2wGdB+ETn3Tt6c8N1hxz7RSDrAnijPV4jNl2HMsnHJkjjquWKA2/9O/ymXyKHxaYtUR2ATG0hNAhhGXo1jz7pKWsyvQpgyCJA+XBizj47bLv7tIK9leTeFNsb1+LrTiwS/aD7kQLE/isoIW8F29J9KjUMu+txEPIbiZ5+0pEIDiMMRhjCFIQqjphvX2PKerEO48DsawJKPZUtShThSyVROnkB+hdIKo09It+TFVuXsgI3qJkuo/7ZB+zM4X3DryFkJlHzhHxVGXiACMVWkTcONBttwlW0envlVImxoTSVGVy05DCI7IanRAwdDueffIRZVWzx2z30HfYV/7ca2ikcH9xbN+YdEfrWa439KNjcLnVQGFU4vW148Anz1/wsD/j/OSI6CyXN+ukAm8MIQa8c69xAGHfvCpdsNve8fLikuU2Sb/1g6M2mvceH+H9LcvtFiFqtJLoaJiUhqoY2fQjr243qLKmmRqGVqOHNYsejh+eEnbQ7XqKKiUzk/m4y3VP1ZTooqBU8ERAiJ61FVQSdi7Q9YlE/tlnn3A0LymLAkJgGHuq257TowqNYnCabnQYIdGFptRHPHp4wnuPp5TTArNuKccdceyIckeQR8nSxnq8Eii9F/ckTWC9S8mPiBA+mVhmbOttN6Efv7rh4uIqDTRfW8kWgFRpoWUPB4WY1JNkFLlq2jtgQIySGHXqctDIiYBJJNYJgxvEEq0qyvkJPir66ChmNVZ7RjMmiEE6lKgRRqdJsUw+Y7o3CJ3ElZACUQwgBb4XtP6cF/W3eWXuePdbH1LfjBgr4TsK/3XJVXHGZTxn6SbYrcPvLIiAigLdSYqdpL/xvFp7bhqF3dY4+S7WCZo450x6ZmLAi5IPw9d5sZohXzrKW0243jFsb1DK4WyP95q6qhj7jLXk+0JmfCTcFCI+bY5m9b0Q7yvgry62kLoThUAlpwWps5Ro4uDG6JM2iNhToMgHbop7zO+tzGuRMSTz1WG7RPua8vgUHyT9MCY81e2F0CUIhyoqhFEQ0vBcFQZtkoSp1gJe4397n2yjcGOqqmNifcSYBl2QPxsc5E69GyF4lBZoLSiVwI8D63FIOWa9RMv052IMVLJOS0zoxMQYOkQ0lKUm9C1Du0HptGnnfaCuRI4tmSp2f6/3mHgk/lax/YKkaxlHR3CpFI8hYS4+JCaCQOLxvLq95XZ1x+JoztnpnPWmw/v053zwiJjsW4qiSg+DTxbPd8tlEiGWntVu5NW1om1LjPIsJhVPHxRMjeduNbDdtYgYqQqTFIAQLLeWamq4XbVMpGS4XVHNmiS0HSLHJ3P6NnmpCSnYDo6gi0T/CJL5bErwPX1riYVEegDBbtfz4MERhUq0Lu9h27b03RJ/8i6d09ixTalGSZQpiDHyve9+GykVvXR08Y5ITxxHTGUZhx3jqJhNJgiZhml7C5AYA8GNifdKJGkuOKTQh2b/bV43qyXO2cRzFPfmelLKrCyVeJwBkbG2XC0h2VvJJxk7BRhiLEArYgXUJI0FZRFz6OOWwtQEU+BdJDBSni6wRYPXI7qOyAZiGYnCIrTENAXsJFKRRalBqIhAI1pJ2Da8mr/Lp+KG+dM1R//gBVhBeE9xOT3jWXzChT9hPTbENkCfuLJKGsQWdh9fM9QbOjvS2x3BOCgi0jylqBQr5Zgaj42Gm+0cLjXyIiIuOobLO2IYGfsd1rZMj06SvGAeOiXMNHcF+PyupsQhJIfhqDgUIW/3+nxsM/MPgZQGJQuE0EiR/MFisOkwEMnZd0/sv/9cex1ZwV620Aef/n4p6NsNRVUTVImPEIaecnqELSPeOjQBKSNR5AUVAabUaetQxCRyLrJeS2EQdi/uH7OFPIig0v0kyU1KGQg+ErPrCpkpopRGiMhuec3Qbum6gb7dHbR8tdJI06BN0tINpApbmiSuLsaWYbskCsm467DW5th6ZJQH5hHc47gptul+CSm+dGzfmHRffvxzhjFtfWWYOBH4pTiYGIoYCQS60WFvlkyaisVswmq9TaC3kKmlUAVSGlCRcbBcX15zcbVEac1ca2YF2HHHx6+2fPO9Bzw4FpxODSKMfPp8TZQF755XXG47zk+mSFPQDpHVdkRLME2FFIqbdYcRElFUBCGoZpnvp0vKJuCQTE+Oubvb4qzndD7lOERu7zpkFxmtQ0rJydGCq+sbvvnuQy6vbmmOp5w0hqmBfhhQeXtGSTBKE71HyKS21VqPmD1g23aUg6UII1VZshsDu66jipGqlIegJdtolZkAaeCWuoM9PeXtjtJmzRSjFKvlEux4WDNOmHMScNy7ekiRZPyUTHq4efZ54ObGaBCyIJYCUYOvPL3qKI40k+kxy+sXrOwt9eIMqQxj16KKgeJkSiwLougRJVAk0XJRakShcSKilERLRZSBoHIV1mpYBu5mCz6cfI26aPn211tqRu6mT/jMP+Y5T7kMpwytxq8tYTdmqhSwDOxubxBSstltcASihoDD1AXV8REcH9NXmugEXETUZaS4SUnXdzucXdGubzHTGciSwSXFrkJrEGkVeg/uhSzgH4VAZNm/kPFIId9+1v18bC0xZA41Kg3GUUhRZFqVIooRJfeD7ZG9UzHkdjkfFIK0Atx3LYVWTOZHLC9fsrq7oT46R2rN2O9QQ0cxmROLgjgOCBGIwic9Y6WSD1sIKCWSGmDmMu8HswSPHSMiJsolLhUm0iikz5KYIS2ehOAJdkjqh2maxW51i0Cw2aQ5SyTJPhpTUM2O0dX8sDmJTlVqIT1ibPHe4lygXS8x0wXIIsfW5djmUwwgH1CZ7IPI26RfJrZvTLqffvQhzifXz72/l8qE6nAgzpMCRsC5gc02nZjaaKTy2RE4JZjgB8axZ7Xe8Opuw2TSUMSe5xcr6kJxfnZMYyXvnZUwjASX2AeLieJi5dBFzYNzzbaXPDo5IuqeSVNQak1RFlRVRXAj4zhQLB7i7UhlPKMPeNFwdDIjWX5oFnLK0LeMUjA9qQlyzS7uWPkCH6G3kXfffcxy03O36fjdbz9ks93SffIZD995FxeqhO/KPU4H0Vu8tRRFCXXDsHiE2L2i3fUUQVMZQwwjtusgzCmrOuGoEQSS4MeU6LQ+tP0hJAeKt3ndXl4xmU45OTlltV4xdm2exHIg7qc2KW8T7mNOrnCFREgNIUMLQhJLcIVn61YMasfkZIGSFYqGwbWYasTMa8b1hkFtEFpRNBWyrJC1QkmPVJE2gpUBpSVGKwqZXkwrPMQR1gb/KuALzbMnj6hODEFIKrvkNj7mIhxz6U/ZjHPEVsAQiGPe6PORoe/odrvkKFvUVPWMYAXD0COXAftywB0HVC2JY8CsBSwj4rpjuFoT/Iaxu8P5EaMK+nFPBUvPgFaplY/R5w4BIoknG+UeJ83Qw1eA6n4+tmvGziIy9h5jwt9jNISoXoutJWRRezKVjJywYl5Hd8GzXa/TEHJxhCoqVFkz9C1mHDBlydhKhnaTaKNljSzLJMgPlCZJvoaYrJSMlhQ6wRc27Kd5CaeNxIQZ1xMCBdGOeTAXIfh0v/MmWXpLUvIbuo6ubVNsq0lyK4kwDF0SKx87nG/SMlMIGJ1YGcJ2ie4XAmO3w3mXY+vSUDQfRFrpQxUbIcc25tiKLx3bNybd1XqTS/o9pUQghE7/Jk84SbzNSMJ5ffBJY9OnI0AGRwwSFwdEkHgXWG9bysKAbXFu4Oyo5K6VhPKE86mj8Ft8jJhCs9x1nJ3MKWcKWU9Z1IrhriNEyenxEVWhUFKl9kmkibPSRaKmGQsSZnWNkAbl0tZZDGCKAlvViTesJKqYI8s1+nZLHwRPHp8gouLTz2741jfe4Wgx5cZ6dtsNt5cvefTkKVbUKQDeptZcKchKTFoKZvMFa9tzcXXLpFxSlprCGLTOymJK5bYoKa69TlSXQubE5986tWgce9zSUtU1s+mcVkrGvkfstwURmba2P1j3VDKRnwGZj3edFiI0YAJd7GjjDtE43CQSlEKLGtfuCNWImhWYyRzvWphJBjEQu546auq6RhtJITVRgtQCI6FEpNGO9ATnYVXgQo80CldMuTg6wdUTdNGychWrUNDuNOHWIjYKeokMFYwDYQh46ajEDC0qClvhO8HYWWQvKcsZhZDIW4UQgSKAGANx2xL6JcQ1MazxvkOZAl1P8VHjXVbeEoHKpIGkkLltJTt/JEsHYnQHofqvYpI2jsOvxXZg7CMiakI0SAp80MSYhGhSbD3x4OYrIdpUpe8lSRF0bUe72yFiWlIIKHRR47qk06t0gWmm+KEDKen6gWhHdDlg6jnKaIwyeEDqNBcqRR7b7e2MvMX1PVIrlCwoq4KgBcHXBDcigseHSPQDQmUPtaKCMGZ/N0k1naKLmqKs8VEwDhYpFOVkRqFJUGMMaeNMRKK1BD9CFpf33qFMmWOr8M7m98BRGXJsZY7ta3EUe5W0L47tm50jfEgvoPd4RFLyyZqwMVNhYky71VHsLT4SwTq6/NIqfaiaCJ7lco11geAcQ+s4mk2omzlyKtHaUJnI6FKrtt0OlHXDapDUsyOiLvE+cn6sqQqJNiKpv6sk6ebskL3FkoSiUhWRiLWeqmqoa5X0DrxPK6WlSbq/3lIWBUoZTFHRe0tVFFxerfjaOyc8Oj8jxsDgFVVVc7fuOJovOX1QsdwlPm1IbPi0J54J6YUSlNNjWPaMfqCMKenvT/mkqpTtnUXSIA5ZOBnStHZffbzdKyXz3W5D33Usjo5pJhPWyxVhHFK1ETyHvXKVPo9AIFUWqI2KEJIecNCCgYHdsIYjT6wFvghQaqQpiVLRs0ETULOCwszRZUl0I347ELot3m9hMkGaCiMTTSkmI10KBUGFZJWzlTB65KJAN4ZxWvDi9B10LRnaAbe2yG3A3XrkoIi9QzhNHMbk2KokYfQ41zGOO3CSMAp8HwmFQjUV0KKLiNEe7wai2yJkT1UlSc7d2lItFhTVhKG3WGcRsiAIgwugpETG10SDchV3WMiPEMW9vcvbvdLwM8V2YHH0gGZSsV4O6ef0aYi2Z6oIpUhEQZm1UBzE+4WnECLDMLLbrCBYIklNECWQxqTYtht0iChjMNMFoqgJzmPtgOu2eO8oJ3OKKmKIKGGS6aowFEYRosC7iLcWvEOWBVqbpEpIwJQGGz0xFCgZGFubF6yS4WWEA9wZnMf5nnHXgpR5mSMQjESVDRDQUmK0TM959AilqKrk6LJbr6kWxzm2A9Y5hDQEoXAhmcim2GZcN9/HA+zwJWL7xfJVecUtVbuZbytA7beRtAbvIXi0VgcJuSTgrQgirQmGEFlv1iw3W9bbHtu1VAacWqDkhOkEvLPYwTF2A0or2p3l5OERQhTYWBB7z3zWUBUq0T0kubXz2bFzX0WQYA2ZDBSFTNNSJVUWvUl2zZGA0irxEGNAG8Xx8RGBxKR4dLpgMmtQBJ6/vGHXOxbTirJOvkrOj8n6RZTJYZYIIqALQ/QRb0dmk4qvf+0Jd8s12/WaCoEaIlIFtBKUpgBAyQQxuKx7GkXWII4g96ujb+na3yMXAtYNrJa31M2EKlNj+m6X53n5Xh4wZhL5UuwHBeLAlWzbFlv3BDsinSQEixQGU1VU6gw7rImZmA4CrVLbKYwh9j3BB2wXQM1THz62uF5jtyPzUKCkwLtEjpd1gXAxYa4jjNsRlEF4gbARiaEoZgQXCXvmQFSI4HB2RDjFbt1iZI0KmtB54igYuyUFDbqUqTB1QxJ5ysLuQkqqumJ2vKCczlBG4q3EKoP1EevTQE3vB1iBtP4rX5tm59Y0+EQYfNvX34ztHXVzQlU1gKfv8oaaVGlIHGIeGYgMSHKAtlIrHWh3u7R+69K8I2QOvilrqqNz7HZFjMnKXfqAkiUCkRx/+y3ej4zdlsKI9KCPDhcUlpH5YpJjm0TNZVFkEoiACG7okcKQzDYCUmuKyTznoizSJBQiumQTJBW7doup6lTE+CQoNW5XFIokWI5EeEfM1FZIg/aqbpgdH/+G2CYHGL0fPIeYtg7la+vcXzK2b0y6j957yPNPLxFCIWOeJO8xxhgJ1iU3zLy5klgNacXQkdYFEUk71rnA9c2asiror+7+/+2dO3YbRxBFb/9nMABJy3LgxSj00p1pCw58nFuiiM9Mfx1UA6QlH8mBxKjvAnAO8cDqruqqV7IK/e4tzrt+azVcThFrG9UZHj9F/ByIagEXcKqxC3IyyhpmuaWKN0bv18CiEB8H6emztx9ha/TJFUk3sCD+r2CcJcdE8IHa5IFsOnhiKmxrJNbGup2Zg2bZL9hl4uFhpjaFC54SJW3RyMGkm3y+sVJLs1qzmwKnuzvWLVKpVL9D6x7w+zYJRRNXf6oYQF89Gr53HlqrPOwgP5JSEsenR4x1eO9p046cYv/SektMlcOqaiVlnN5WVFtl2zZSjaidqFByRF1OmJbBG7TW+OUOs99RgJbP4i+MjF66eaHFkwT4uKEJ5HhBFU+Oirg1jKm3B8YwB3JLXP2jUY0aV/k5995J5x0lQzHie6CMpaaI1Y6UEvOyRxdDvhSs98RtJTdDKpVJS1kslSijsOq65UOhjefNm58lNVWZSGariaa83D2MYUsZrQvWaRlwuT17X7sJGuVWj/zO/EvbRimxa1vx/kCbAjnJ+pwvtRXD/Ju2tYm2UewTq3qhbUqyPQIl2oYdpUKJKy2nW8B28yLbgYEaN+wcyHFFKUcuirgZ6f7pmVWYAjkmdLeERXdttX7W1rme+ksfvdKWWiLWvtDWWHLOWB+I25ncVNe2oWsilUJtumtL11Z3bfULbTNN2c+0BevE/OtZ22sX0Le1/WrQfffuN96//50///iLVKQNS3r7JJIrrbqXbjcnJ6NtkBpRyXKz7LZyHz4+QsvENeN1k7Hd+cDsHVOfEFlVJXjHuvY2F7dQ1Mx+njH0ArzzUoftc9mV2g0ynBwKDbTTlJpRWmpDOSckHEgQ1FKQkRNPPa/PUa3RsthUam3wVnx8z5eNX395Cy1T84UwBVzY03Jii5FSIGhxPHJWdkep1q6XQpwWZ7P5YQKle7uOuPcbIzaPKStKFFNnQP5G5fsj2ncOugro5SHN8yBES41aMs4HzDSzrZdeY6a3QEkiaronQ0mNGCOnkqiHCCjC7kD0iZgL7ekD8/0eezjQJo+eJmreSKe/MVahphmS1JDdcsAp8eAgbvLgaRTBa+pxpZYVoyq2ZzfGWa4LE6fJE/MngnHgLeUc+6rtmTYH4lpoW5+brxVjNMFPnD8c2S0PtE2RTcZNe5RzqL5x5Pq9lwa2Z0uqGXmqRgyPJluJprKmTDGaipWSWkmoXKXVrXtJSxiU69CP2Hz3dW03ajE4f9+1Ld/QthC3yOl4pHZr0TDviSkTU6VdPjIvC3a6p1mPdhNli5Snj1IamBaIF9mnthywSlNyokT53zZGE4yipo3aKkaJN7VWYLy0laEa0xSIx0fCbgYsJSVaq1gfRNtWaEn6zVv33w3TxPl4ZHf/E61CzhE371FuRhlHzttn2kotW/WBB1CfaZsoxlKRyUnRNiOusOam5f/VVv2IlSGDwWAw+G9+2IE7GAwGgy8ZQXcwGAxekRF0B4PB4BUZQXcwGAxekRF0B4PB4BUZQXcwGAxekX8AIqXKCf6EKo4AAAAASUVORK5CYII=\n",
            "text/plain": [
              "<Figure size 432x288 with 3 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 285
        },
        "id": "8lyV6PiIEspF",
        "outputId": "cbc485cc-32aa-45ef-dc0a-665e871534e4"
      },
      "source": [
        "image = Image.open('samples/el2.png')\r\n",
        "tusker_zebra_image = transform(image)\r\n",
        "\r\n",
        "fig, axs = plt.subplots(1, 3)\r\n",
        "axs[0].imshow(image);\r\n",
        "axs[0].axis('off');\r\n",
        "\r\n",
        "output = model(tusker_zebra_image.unsqueeze(0).cuda())\r\n",
        "print_top_classes(output)\r\n",
        "\r\n",
        "# tusker - the predicted class\r\n",
        "tusker = generate_visualization(tusker_zebra_image)\r\n",
        "\r\n",
        "# zebra \r\n",
        "# generate visualization for class 340: 'zebra'\r\n",
        "zebra = generate_visualization(tusker_zebra_image, class_index=340)\r\n",
        "\r\n",
        "\r\n",
        "axs[1].imshow(tusker);\r\n",
        "axs[1].axis('off');\r\n",
        "axs[2].imshow(zebra);\r\n",
        "axs[2].axis('off');"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "Top 5 classes:\n",
            "\t101 : tusker                              \t\tvalue = 11.216\t prob = 37.9%\n",
            "\t340 : zebra                               \t\tvalue = 10.973\t prob = 29.7%\n",
            "\t386 : African elephant, Loxodonta africana\t\tvalue = 10.747\t prob = 23.7%\n",
            "\t385 : Indian elephant, Elephas maximus    \t\tvalue = 9.547\t prob = 7.2%\n",
            "\t343 : warthog                             \t\tvalue = 5.566\t prob = 0.1%\n"
          ],
          "name": "stdout"
        },
        {
          "output_type": "stream",
          "text": [
            "/usr/local/lib/python3.6/dist-packages/torch/nn/functional.py:3063: UserWarning: Default upsampling behavior when mode=bilinear is changed to align_corners=False since 0.4.0. Please specify align_corners=True if the old behavior is desired. See the documentation of nn.Upsample for details.\n",
            "  \"See the documentation of nn.Upsample for details.\".format(mode))\n"
          ],
          "name": "stderr"
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 432x288 with 3 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 285
        },
        "id": "2o_lqvaZEzwR",
        "outputId": "e10d2e94-49a7-4604-b0e1-f7caf571b526"
      },
      "source": [
        "image = Image.open('samples/dogbird.png')\r\n",
        "dog_bird_image = transform(image)\r\n",
        "\r\n",
        "fig, axs = plt.subplots(1, 3)\r\n",
        "axs[0].imshow(image);\r\n",
        "axs[0].axis('off');\r\n",
        "\r\n",
        "output = model(dog_bird_image.unsqueeze(0).cuda())\r\n",
        "print_top_classes(output)\r\n",
        "\r\n",
        "# basset - the predicted class\r\n",
        "basset = generate_visualization(dog_bird_image, class_index=161)\r\n",
        "\r\n",
        "# generate visualization for class 87: 'African grey, African gray, Psittacus erithacus (grey parrot)'\r\n",
        "parrot = generate_visualization(dog_bird_image, class_index=87)\r\n",
        "\r\n",
        "\r\n",
        "axs[1].imshow(basset);\r\n",
        "axs[1].axis('off');\r\n",
        "axs[2].imshow(parrot);\r\n",
        "axs[2].axis('off');"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "Top 5 classes:\n",
            "\t161 : basset, basset hound         \t\tvalue = 10.514\t prob = 78.8%\n",
            "\t163 : bloodhound, sleuthhound      \t\tvalue = 8.604\t prob = 11.7%\n",
            "\t166 : Walker hound, Walker foxhound\t\tvalue = 7.446\t prob = 3.7%\n",
            "\t162 : beagle                       \t\tvalue = 5.561\t prob = 0.6%\n",
            "\t168 : redbone                      \t\tvalue = 5.249\t prob = 0.4%\n"
          ],
          "name": "stdout"
        },
        {
          "output_type": "stream",
          "text": [
            "/usr/local/lib/python3.6/dist-packages/torch/nn/functional.py:3063: UserWarning: Default upsampling behavior when mode=bilinear is changed to align_corners=False since 0.4.0. Please specify align_corners=True if the old behavior is desired. See the documentation of nn.Upsample for details.\n",
            "  \"See the documentation of nn.Upsample for details.\".format(mode))\n"
          ],
          "name": "stderr"
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 432x288 with 3 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "xy-S7B3HFRDS"
      },
      "source": [
        "# **DeiT examples**"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "hoM9_BRUFV96"
      },
      "source": [
        "from baselines.ViT.ViT_LRP import deit_base_patch16_224 as vit_LRP\r\n",
        "from baselines.ViT.ViT_explanation_generator import LRP\r\n",
        "\r\n",
        "# initialize ViT pretrained with DeiT\r\n",
        "model = vit_LRP(pretrained=True).cuda()\r\n",
        "model.eval()\r\n",
        "attribution_generator = LRP(model)\r\n",
        "\r\n",
        "normalize = transforms.Normalize(mean=[0.5, 0.5, 0.5], std=[0.5, 0.5, 0.5])\r\n",
        "transform = transforms.Compose([\r\n",
        "    transforms.Resize((224, 224)),\r\n",
        "    transforms.ToTensor(),\r\n",
        "    normalize,\r\n",
        "])"
      ],
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 285
        },
        "id": "vJaPkTZYFv0T",
        "outputId": "549e730d-51e0-42dc-8dde-987fdddafbe9"
      },
      "source": [
        "image = Image.open('samples/catdog.png')\r\n",
        "dog_cat_image = transform(image)\r\n",
        "\r\n",
        "fig, axs = plt.subplots(1, 3)\r\n",
        "axs[0].imshow(image);\r\n",
        "axs[0].axis('off');\r\n",
        "\r\n",
        "output = model(dog_cat_image.unsqueeze(0).cuda())\r\n",
        "print_top_classes(output)\r\n",
        "\r\n",
        "# dog \r\n",
        "# generate visualization for class 243: 'bull mastiff' - the predicted class\r\n",
        "dog = generate_visualization(dog_cat_image)\r\n",
        "\r\n",
        "# cat - generate visualization for class 282 : 'tiger cat'\r\n",
        "cat = generate_visualization(dog_cat_image, class_index=282)\r\n",
        "\r\n",
        "\r\n",
        "axs[1].imshow(dog);\r\n",
        "axs[1].axis('off');\r\n",
        "axs[2].imshow(cat);\r\n",
        "axs[2].axis('off');"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "Top 5 classes:\n",
            "\t243 : bull mastiff    \t\tvalue = 5.992\t prob = 19.0%\n",
            "\t282 : tiger cat       \t\tvalue = 5.175\t prob = 8.4%\n",
            "\t285 : Egyptian cat    \t\tvalue = 4.781\t prob = 5.7%\n",
            "\t281 : tabby, tabby cat\t\tvalue = 4.690\t prob = 5.2%\n",
            "\t245 : French bulldog  \t\tvalue = 2.991\t prob = 0.9%\n"
          ],
          "name": "stdout"
        },
        {
          "output_type": "stream",
          "text": [
            "/usr/local/lib/python3.6/dist-packages/torch/nn/functional.py:3063: UserWarning: Default upsampling behavior when mode=bilinear is changed to align_corners=False since 0.4.0. Please specify align_corners=True if the old behavior is desired. See the documentation of nn.Upsample for details.\n",
            "  \"See the documentation of nn.Upsample for details.\".format(mode))\n"
          ],
          "name": "stderr"
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 432x288 with 3 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 285
        },
        "id": "Mfei_PQJGGrT",
        "outputId": "41b093d8-888b-482e-f564-29189b8c62ac"
      },
      "source": [
        "image = Image.open('samples/el2.png')\r\n",
        "tusker_zebra_image = transform(image)\r\n",
        "\r\n",
        "fig, axs = plt.subplots(1, 3)\r\n",
        "axs[0].imshow(image);\r\n",
        "axs[0].axis('off');\r\n",
        "\r\n",
        "output = model(tusker_zebra_image.unsqueeze(0).cuda())\r\n",
        "print_top_classes(output)\r\n",
        "\r\n",
        "# zebra \r\n",
        "# zebra- the predicted class\r\n",
        "zebra = generate_visualization(tusker_zebra_image, class_index=340)\r\n",
        "\r\n",
        "# generate visualization for class 101: 'tusker'\r\n",
        "tusker = generate_visualization(tusker_zebra_image, class_index=101)\r\n",
        "\r\n",
        "axs[1].imshow(zebra);\r\n",
        "axs[1].axis('off');\r\n",
        "axs[2].imshow(tusker);\r\n",
        "axs[2].axis('off');"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "Top 5 classes:\n",
            "\t340 : zebra                               \t\tvalue = 6.759\t prob = 32.7%\n",
            "\t101 : tusker                              \t\tvalue = 5.557\t prob = 9.8%\n",
            "\t386 : African elephant, Loxodonta africana\t\tvalue = 5.477\t prob = 9.1%\n",
            "\t385 : Indian elephant, Elephas maximus    \t\tvalue = 4.774\t prob = 4.5%\n",
            "\t925 : consomme                            \t\tvalue = 2.237\t prob = 0.4%\n"
          ],
          "name": "stdout"
        },
        {
          "output_type": "stream",
          "text": [
            "/usr/local/lib/python3.6/dist-packages/torch/nn/functional.py:3063: UserWarning: Default upsampling behavior when mode=bilinear is changed to align_corners=False since 0.4.0. Please specify align_corners=True if the old behavior is desired. See the documentation of nn.Upsample for details.\n",
            "  \"See the documentation of nn.Upsample for details.\".format(mode))\n"
          ],
          "name": "stderr"
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 432x288 with 3 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 285
        },
        "id": "wdiHgvFgGLlJ",
        "outputId": "6b1e7e83-76c0-4c0d-cfcd-1ef195ea3363"
      },
      "source": [
        "image = Image.open('samples/dogbird.png')\r\n",
        "dog_bird_image = transform(image)\r\n",
        "\r\n",
        "fig, axs = plt.subplots(1, 3)\r\n",
        "axs[0].imshow(image);\r\n",
        "axs[0].axis('off');\r\n",
        "\r\n",
        "output = model(dog_bird_image.unsqueeze(0).cuda())\r\n",
        "print_top_classes(output)\r\n",
        "\r\n",
        "# basset - the predicted class\r\n",
        "basset = generate_visualization(dog_bird_image, class_index=161)\r\n",
        "\r\n",
        "# generate visualization for class 90: 'lorikeet'\r\n",
        "parrot = generate_visualization(dog_bird_image, class_index=90)\r\n",
        "\r\n",
        "\r\n",
        "axs[1].imshow(basset);\r\n",
        "axs[1].axis('off');\r\n",
        "axs[2].imshow(parrot);\r\n",
        "axs[2].axis('off');"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "Top 5 classes:\n",
            "\t161 : basset, basset hound         \t\tvalue = 6.327\t prob = 26.5%\n",
            "\t90 : lorikeet                     \t\tvalue = 4.394\t prob = 3.8%\n",
            "\t88 : macaw                        \t\tvalue = 4.055\t prob = 2.7%\n",
            "\t166 : Walker hound, Walker foxhound\t\tvalue = 3.394\t prob = 1.4%\n",
            "\t163 : bloodhound, sleuthhound      \t\tvalue = 3.352\t prob = 1.4%\n"
          ],
          "name": "stdout"
        },
        {
          "output_type": "stream",
          "text": [
            "/usr/local/lib/python3.6/dist-packages/torch/nn/functional.py:3063: UserWarning: Default upsampling behavior when mode=bilinear is changed to align_corners=False since 0.4.0. Please specify align_corners=True if the old behavior is desired. See the documentation of nn.Upsample for details.\n",
            "  \"See the documentation of nn.Upsample for details.\".format(mode))\n"
          ],
          "name": "stderr"
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 432x288 with 3 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        }
      ]
    }
  ]
}